{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import tensorflow_probability as tfp\n",
    "import matplotlib.pyplot as plt\n",
    "import imageio  \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview\n",
    "Our goal is create a parametrized linear regression model under additive Gaussian noise:\n",
    "\n",
    "$$f(x)=\\theta_0 + \\theta_1x$$ so that $y=f(x) + \\epsilon$. The parameters $\\mathbf{\\theta}$ can be found by sequentially collecting samples $\\mathcal{D}:=(X,\\mathbf{y})=\\{(x_n,y_n)\\}_{n=1}^N$ from the target function and using this data in the Bayesian framework to approach the true value of parameters. However, finding the parameter distribution is merely an intermediate goal. Once we have established the distribution of coefficients through Bayesian treatment, we are able to predict y for every new input $\\mathbf{x}$:\n",
    "\n",
    "$$p(y|X, \\mathcal{D}) = \\int p(y|X,\\mathbf{\\theta})p(\\mathbf{\\theta}|\\mathcal{D})d\\mathbf{\\theta}$$\n",
    "\n",
    "\n",
    "The Bayesian model assigns this probability to each value of y for a given x to arrive at a probability distribution over parameters and not only point estimates. Additionally, the Bayesian approach does not suffer from over-fitting.\n",
    "The prior is chosen to be a Gaussian distribution, \n",
    "\n",
    "$$p(\\mathbf{\\theta})=\\mathcal{N}(\\mathbf{\\theta}|\\mu, \\Sigma)$$\n",
    "\n",
    "with mean $\\mu=\\mathbf{0}$ and the variance $\\Sigma=\\alpha^{-1}\\mathbf{I}$ is governed by a precision parameter $\\alpha$ so that the prior is isotrophic. $\\beta$ is the precision of the Gaussian additive noise $\\epsilon$:\n",
    "\n",
    "$$p(y|X, \\mathbf{\\theta}) = \\mathcal{N}(y| f(X), \\beta^{-1}).$$\n",
    "\n",
    "\n",
    "The constructor shows the experimental setup. We define precision parameters $\\alpha=2$ and $\\beta=25$, as well as the coefficients $\\mathbf{\\theta}$ of the “unknown” linear function:\n",
    "\n",
    "$$f(\\mathbf{x}) = \\theta_0+\\theta_1x = -0.3 + 0.5x$$\n",
    "\n",
    "We visualize the likelihood distribution which identifies which parameters are likely generated by the given batch of data. The log likelihood function:\n",
    "\n",
    "$$\\ln p(\\mathcal{D}|\\mathbf{\\theta})= \\frac{N}{2}\\ln\\beta - \\frac{N}{2}\\ln(2\\pi) - \\frac{\\beta}{2}\\sum^N_{n=1}\\{y_n-\\mathbf{\\theta}^T\\mathbf{x}_n\\}^2$$\n",
    "viewed as a function of $\\mathbf{\\theta}$ is\n",
    "$$p(\\mathcal{D}|\\mathbf{\\theta})\\propto \\exp(-\\sum^N_{n=1}\\{y_n-\\mathbf{\\theta}^T\\mathbf{x}_n\\}^2)$$.\n",
    "\n",
    "\n",
    "## Posterior\n",
    "\n",
    "The posterior is proportional to the product of the likelihood function and the prior:\n",
    "\n",
    "$$p(\\mathbf{\\theta}|\\mathcal{D})=\\mathcal{N}(\\mathbf{\\theta}| \\mu',\\Sigma') \\propto p(\\mathcal{D}|\\mathbf{\\theta}) p(\\mathbf{\\theta})$$\n",
    "and the moments are:\n",
    "$$\\mu' = \\Sigma'(\\Sigma^{-1}\\mu + \\beta X^T\\mathbf{y})$$\n",
    "$$\\Sigma' = (\\Sigma^{-1} + \\beta XX^T)^{-1}$$\n",
    "\n",
    "which are used in the function $\\verb|update_prior|$.\n",
    "\n",
    "\n",
    "## Predictive Distribution\n",
    "\n",
    "Finally, the predictive distribution is estimated from the formula:\n",
    "$$p(y|X, \\mathcal{D}) = \\int p(y|X,\\mathbf{\\theta})p(\\mathbf{\\theta}|\\mathcal{D})d\\mathbf{\\theta}$$\n",
    "which is obtained by convolving two Gaussians:\n",
    "\n",
    "$$p(y|X, \\mathcal{D})=\\mathcal{N}(y|\\mu_*,\\Sigma_*)$$\n",
    "with\n",
    "$$\\mu_* = X^T\\mu'$$\n",
    "$$\\Sigma_* = \\beta^{-1} + X^T\\Sigma'X$$\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SequentialBayes:\n",
    "    \"\"\"\n",
    "    Sequential Bayesian learning class.\n",
    "    \"\"\"\n",
    "    def __init__(self):\n",
    "        \"\"\"\n",
    "        In the constructor we define our prior - zero-mean isotropic Gaussian governed by single precision parameter alpha = 2;\n",
    "        N(\\theta|0, alpha**(-1)*I)\n",
    "        \"\"\"\n",
    "        self.theta_0 = -0.3         # First parameter of the linear function.\n",
    "        self.theta_1 = 0.5          # Second parameter of the linear function.\n",
    "        self.alpha = 2          # Precision of the prior.\n",
    "        self.beta = 25          # Precision of the noise.\n",
    "        self.iteration = 0      # Hold information about the current iteration.\n",
    "\n",
    "        self.prior_mean = [0, 0]\n",
    "        self.prior_cov = 1/self.alpha * np.eye(2)\n",
    "        self.prior_distribution = tfd.MultivariateNormalFullCovariance(loc=self.prior_mean, covariance_matrix=self.prior_cov)\n",
    "    \n",
    "    \n",
    "    # Linear function method is used to generate synthetic data from the “unknown”, target function.\n",
    "    def linear_function(self, X, noisy=True):\n",
    "        \"\"\"\n",
    "        Target, linear function y(x,theta_0,theta_1) = theta_0 + theta_1 * x.\n",
    "        By default, generated samples are also affected by Gaussian noise modeled by parameter beta.\n",
    "\n",
    "        :param X: tf.Tensor of shape (N,), dtype=float32. Those are inputs to the linear function.\n",
    "        :param noisy: boolean. Decides whether we should compute noisy or noise-free output.\n",
    "        :return: tf.Tensor of shape=(N,), dtype=float32. Those are outputs from the linear function.\n",
    "        \"\"\"\n",
    "        if noisy:\n",
    "            noise_distribution = tfd.Normal(loc=0, scale=1 / np.sqrt(self.beta))\n",
    "            return self.theta_0 + self.theta_1 * X + tf.cast(noise_distribution.sample(len(X)), tf.float32)\n",
    "        else:\n",
    "            return self.theta_0 + self.theta_1 * X\n",
    "\n",
    "    # A design matrix is a matrix containing data about multiple characteristics of several individuals or objects. \n",
    "    # It is N×M matrix, where rows are equal to the number of samples and columns to the number of features. \n",
    "    # In our particular example, the design matrix will have two columns and a variable number of rows. \n",
    "    # The first column corresponds to the \\theta_0 parameters and is a vector of ones. \n",
    "    # The second column corresponds to the \\theta_1 and contains vector [x_1,x_2,...,x_N]^T.     \n",
    "        \n",
    "    def get_design_matrix(self, X):\n",
    "        \"\"\"\n",
    "        Computes the design matrix of size (NxM) for feature vector X.\n",
    "        Here the function simply adds the unit vector.\n",
    "                \n",
    "        :param X: tf.Tensor of shape (N,), dtype=float32. Those are inputs to the linear function.\n",
    "        :return: NxM design matrix.\n",
    "        \"\"\"\n",
    "        N = len(X)\n",
    "        M = len(self.prior_mean)\n",
    "        design_mtx = np.ones((N, M))\n",
    "        design_mtx[:, 1] = X\n",
    "        return design_mtx\n",
    "    # This method performs the update step for the sequential learning. \n",
    "    # Once the posterior is computed, it becomes the prior for the next iteration\n",
    "    def update_prior(self, X, T):\n",
    "        \"\"\"\n",
    "        Single learning iteration, where we use Bayes' Theorem to calculate the new posterior over model's parameters.\n",
    "        Finally, the computed posterior becomes the new prior.\n",
    "        :param X: tf.Tensor of shape (N,), dtype=float32. Feature vector.\n",
    "        :param T: tf.Tensor of shape=(N,), dtype=float32. Regression target.\n",
    "        \"\"\"\n",
    "        design_mtx = self.get_design_matrix(X)\n",
    "\n",
    "        self.posterior_cov = np.linalg.inv(np.linalg.inv(self.prior_cov) + self.beta * design_mtx.T.dot(design_mtx))\n",
    "        self.posterior_mean = self.posterior_cov.dot(np.linalg.inv(self.prior_cov).dot(self.prior_mean)\n",
    "                                                     + self.beta * design_mtx.T.dot(T))\n",
    "        self.posterior_distribution = tfd.MultivariateNormalFullCovariance(loc=self.posterior_mean,\n",
    "                                                                 covariance_matrix=self.prior_cov)\n",
    "        self.prior_mean = self.posterior_mean\n",
    "        self.prior_cov = self.posterior_cov\n",
    "        self.prior_distribution = self.posterior_distribution\n",
    "\n",
    "        self.iteration += 1\n",
    "        \n",
    "    # This method plots a prior/posterior distribution in every iteration. Additionally, \n",
    "    # we mark the point (\\theta_0,\\theta_1) to see how quickly the posterior converges to our solution.\n",
    "    def plot_prior(self):\n",
    "        \"\"\"\n",
    "        Plot prior (posterior) distribution in parameter space. Also include the point, which indicates target parameters.\n",
    "        \"\"\"\n",
    "        x = np.linspace(-1, 1, 100)\n",
    "        y = np.linspace(-1, 1, 100)\n",
    "        theta_0, theta_1 = np.meshgrid(x, y)\n",
    "\n",
    "        z = self.prior_distribution.prob(np.dstack((theta_0, theta_1)))\n",
    "\n",
    "        plt.contourf(x, y, z, cmap='plasma')\n",
    "        plt.plot(self.theta_0, self.theta_1, marker = 'x', c = 'orange')    # indicate target parameters in the plot\n",
    "        plt.title(\"Prior/Posterior Plot (iteration {})\".format(self.iteration))\n",
    "        plt.xlabel(\"$\\\\theta_0$\")\n",
    "        plt.ylabel(\"$\\\\theta_1$\")\n",
    "        ax = plt.axes()\n",
    "        ax.set_xlim(-1, 1)\n",
    "        ax.set_ylim(-1, 1)\n",
    "        plt.savefig('Prior_Posterior-{}.png'.format(self.iteration))\n",
    "        #plt.clf()\n",
    "        plt.show()\n",
    "\n",
    "    def plot_likelihood(self, X, T):\n",
    "        \"\"\"\n",
    "        Plot likelihood distribution in parameter space. Also include the point, which indicates target parameters.\n",
    "        :param X: tf.Tensor of shape (N,), dtype=float32. Feature vector.\n",
    "        :param T: tf.Tensor of shape=(N,), dtype=float32. Regression target.\n",
    "        \"\"\"\n",
    "\n",
    "        x = np.linspace(-1, 1, 100)\n",
    "        y = np.linspace(-1, 1, 100)\n",
    "        theta_0, theta_1 = np.meshgrid(x, y)\n",
    "\n",
    "        least_squares_sum = 0\n",
    "        for point, target in zip(X, T):\n",
    "            least_squares_sum += (target - (theta_0 + theta_1 * point))**2\n",
    "        z = np.exp(-self.beta*least_squares_sum)\n",
    "\n",
    "        plt.contourf(x, y, z, cmap='plasma')\n",
    "        plt.plot(self.theta_0, self.theta_1, marker='x', c='orange')  # indicate target parameters in the plot\n",
    "        plt.title(\"Likelihood Plot (iteration {})\".format(self.iteration))\n",
    "        plt.xlabel(\"$\\\\theta_0$\")\n",
    "        plt.ylabel(\"$\\\\theta_1$\")\n",
    "        ax = plt.axes()\n",
    "        ax.set_xlim(-1, 1)\n",
    "        ax.set_ylim(-1, 1)\n",
    "        plt.show()\n",
    "        plt.savefig('Likelihood-{}.png'.format(self.iteration))\n",
    "        #plt.clf()\n",
    "\n",
    "    def plot_data_space(self, X, T, stdevs = 1):\n",
    "        \"\"\"\n",
    "        Plot sampled datapoints, confidence bounds, mean prediction and target function on one graph.\n",
    "        :param X: tf.Tensor of shape (N,), dtype=float32. Feature vector.\n",
    "        :param T: tf.Tensor of shape=(N,), dtype=float32. Regression target.\n",
    "        :param stdevs: int, how large should our confidence bound be in terms of standard deviation\n",
    "        \"\"\"\n",
    "\n",
    "        x = np.linspace(-1, 1, 100)\n",
    "        predictions = self.prediction_mean_std(x)\n",
    "        prediction_means = [x[0] for x in predictions]\n",
    "        y_upper = [x[0] + stdevs * x[1] for x in predictions]\n",
    "        y_lower = [x[0] - stdevs * x[1] for x in predictions]\n",
    "\n",
    "        plt.title('Data Space (iteration {})'.format(self.iteration))\n",
    "        plt.xlabel('$x$')\n",
    "        plt.ylabel('$y$')\n",
    "        ax = plt.axes()\n",
    "        ax.set_xlim(-1, 1)\n",
    "        ax.set_ylim(-1, 1)\n",
    "        # plot generated data points\n",
    "        for point, target in zip(X, T):\n",
    "            plt.scatter(x=point.numpy(), y=target.numpy(), marker ='o', c='blue', alpha=0.7)\n",
    "        # plot confidence bounds\n",
    "        plt.fill_between(x, y_upper, y_lower, where=y_upper >= y_lower, facecolor='orange', alpha=0.3)\n",
    "        # plot prediction mean\n",
    "        plt.plot(x, prediction_means, '-r', label='Prediction mean', c='orange', linewidth=2.0, alpha=0.8)\n",
    "        # plot real function\n",
    "        plt.plot(x, self.linear_function(x, noisy = False), '-r', label='Target function', c='red', linewidth=2.0, alpha=0.8)\n",
    "        plt.legend(loc='upper left')\n",
    "        plt.savefig('Data_Space-{}.png'.format(self.iteration))\n",
    "        #plt.clf()\n",
    "        plt.show()\n",
    "\n",
    "    def prediction_mean_std(self, X):\n",
    "        \"\"\"\n",
    "        For every sample compute mean of the corresponding Gaussian predictive distribution,\n",
    "        as well as the standard deviation.\n",
    "        :param X: tf.Tensor of shape (N,), dtype=float32. Feature vector.\n",
    "        :return: list of tuples, where every tuple contains floats (mean, std)\n",
    "        \"\"\"\n",
    "        no_samples = len(X)\n",
    "        design_mtx = self.get_design_matrix(X)\n",
    "        prediction = []\n",
    "        for index in range(no_samples):\n",
    "            x = design_mtx[index, :]\n",
    "            predictive_std = np.sqrt(1/self.beta + x.T.dot(self.prior_cov.dot(x)))\n",
    "            predictive_mean = np.array(self.prior_mean).dot(x)\n",
    "            prediction.append((predictive_mean, predictive_std))\n",
    "        return prediction\n",
    "\n",
    "\n",
    "def run_sequential_bayes(create_gif=True):\n",
    "    samples_in_batch = 50        # batch size\n",
    "    no_iterations = 20          # no of learning sequences\n",
    "    samples_precision = 1000    # decimal precision of a sample\n",
    "\n",
    "    sequential_bayes = SequentialBayes()\n",
    "    samples_generator = tfd.Uniform(low=-samples_precision, high=samples_precision)\n",
    "\n",
    "    for i in range(no_iterations):\n",
    "        X = samples_generator.sample(samples_in_batch) / samples_precision\n",
    "        T = sequential_bayes.linear_function(X)\n",
    "\n",
    "        sequential_bayes.plot_likelihood(X, T)\n",
    "        sequential_bayes.plot_prior()\n",
    "        sequential_bayes.plot_data_space(X, T)\n",
    "        sequential_bayes.update_prior(X, T)\n",
    "\n",
    "    if create_gif:\n",
    "        gif_types = ['Data_Space', 'Likelihood', 'Prior_Posterior']\n",
    "        for gif_type in gif_types:\n",
    "            with imageio.get_writer('{}.gif'.format(gif_type), mode='I') as writer:\n",
    "                image_names = [gif_type + '-{}.png'.format(i) for i in range(no_iterations)]\n",
    "                for i in image_names:\n",
    "                    image = imageio.imread(i)\n",
    "                    writer.append_data(image)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/matthewdixon/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:113: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n"
     ]
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     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/matthewdixon/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:85: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/matthewdixon/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:137: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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V1YKnvNfjr9gx638OHxtQ7hiyacfndMoBVFM7D1Ruc/CYVY/Dxwac+gCC1z5AWn+IzcFjVk0OHxuQakFSH0Jd9TezavAFBzagdSdUHDxm1eM9HxvwHC5mA4/3fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZVep8JF0gqSHJHVImtdg+jmSVkm6T9KtkiaWpr0qaUW6LcpbuZmZ9URlvttN0mDgUuBYYC2wTNKiiFhV6nYPMCMitkj6DPAN4KNp2osRMT1r0WZm1itV2vM5HOiIiDUR8TJwNTCz3CEibouILWl0KTA+c41mZtYCVQqfccCTpfG1qa2ZM4AbS+N7SlouaamkWc1mkjQ39Vu+jc19q9jMzHqlMofdekLSx4EZwFGl5okRsU7SFGCxpPsj4pH6eSNiAbAAYLgmRpaCzcxsJ1Xa81kHTCiNj09tO5F0DDAfODkittbaI2Jd+rsGWAIc0s5izcys96oUPsuAqZImSxoKzAZ2umpN0iHAdymC5+lS+0hJw9LwaOC9QPlCBTMzq5DKHHaLiG2SzgZuAgYDV0TESkkXAMsjYhHwTWAE8O+SAJ6IiJOBacB3JW2nCNSL6q6SMzOzCqlM+ABExA3ADXVt55eGj2ky3x3AO9pbnZmZtUqVDruZmdluwuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZ9Tl8JJ3bikLSsk6Q9JCkDknzGkwfJumaNP0uSZNK085L7Q9JOr5VNZmZWesN6ekMkq4tjwLTga/3tRBJg4FLgWOBtcAySYsiYlWp2xnAcxFxoKTZab0flXQQMBs4GDgAuEXSWyPi1b7WZWZmrdebPZ/fR8Sp6fbnwC0tquVwoCMi1kTEy8DVwMy6PjOBhWn4OuCDkpTar46IrRHxKNCRlmdmZhXUm/C5sG58fisKAcYBT5bG16a2hn0iYhvwPLBvN+cFQNJcScslLd/G5haVbmZmPdHlYbd0XuWzwFuAjcAKST+LiMcBImJjOwtstYhYACwAGK6J0c/lmJntlrqz5/NT4De8dj7mj4HbJV0qaVgLa1kHTCiNj09tDftIGgLsDTzbzXnNzKwiuhM+gyPi8oi4FdgYEZ+i2At6jLQH0SLLgKmSJksaSnEBwaK6PouAOWn4FGBxRERqn52uhpsMTAV+3cLazMyshboTPrdIOjsNBxTnWyLim8C7W1VIOodzNnAT8CBwbUSslHSBpJNTt8uBfSV1AOcA89K8K4FrgVXAL4DP+ko3M7PqUrHj0EkHaRBwHvBhisNZ5wNbKILn0IhoWQDlNlwT4+AhX+rvMszMBoxl2866OyJm9HU5Xe75RMT2iLgQOBKYC+wPHAY8AJzY1wLMzGz30+0PmUbEFopzK/XnYczMzHrE3+1mZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLrhLhI2mUpJslrU5/RzboM13SnZJWSrpP0kdL066U9KikFek2Pe89MDOznqhE+ADzgFsjYipwaxqvtwX4REQcDJwA/JOkfUrT/yYipqfbivaXbGZmvVWV8JkJLEzDC4FZ9R0i4uGIWJ2Gfws8DeyXrUIzM2uZqoTPmIhYn4afAsZ01lnS4cBQ4JFS84XpcNzFkoZ1Mu9cScslLd/G5j4XbmZmPTck14ok3QLs32DS/PJIRISk6GQ5Y4EfAnMiYntqPo8itIYCC4BzgQsazR8RC1Ifhmti0/WYmVn7ZAufiDim2TRJGySNjYj1KVyebtLvTcD1wPyIWFpadm2vaauk7wNfbGHpZmbWYlU57LYImJOG5wA/re8gaSjwE+AHEXFd3bSx6a8ozhc90NZqzcysT6oSPhcBx0paDRyTxpE0Q9Jlqc+pwJHA6Q0uqf6RpPuB+4HRwNfylm9mZj2hiN33tMdwTYyDh3ypv8swMxswlm076+6ImNHX5VRlz8fMzHYjDh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8uuEuEjaZSkmyWtTn9HNun3qqQV6bao1D5Z0l2SOiRdI2lovurNzKynKhE+wDzg1oiYCtyaxht5MSKmp9vJpfavAxdHxIHAc8AZ7S3XzMz6oirhMxNYmIYXArO6O6MkAUcD1/VmfjMzy68q4TMmItan4aeAMU367SlpuaSlkmoBsy+wKSK2pfG1wLg21mpmZn00JNeKJN0C7N9g0vzySESEpGiymIkRsU7SFGCxpPuB53tYx1xgLsBQRvVkVjMza5Fs4RMRxzSbJmmDpLERsV7SWODpJstYl/6ukbQEOAT4MbCPpCFp72c8sK6TOhYACwCGa2KzkDMzszaqymG3RcCcNDwH+Gl9B0kjJQ1Lw6OB9wKrIiKA24BTOpvfzMyqoyrhcxFwrKTVwDFpHEkzJF2W+kwDlku6lyJsLoqIVWnaucA5kjoozgFdnrV6MzPrkWyH3ToTEc8CH2zQvhw4Mw3fAbyjyfxrgMPbWaOZmbVOVfZ8zMxsN+LwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7CoRPpJGSbpZ0ur0d2SDPh+QtKJ0e0nSrDTtSkmPlqZNz38vzMysuyoRPsA84NaImArcmsZ3EhG3RcT0iJgOHA1sAX5Z6vI3tekRsSJL1WZm1itVCZ+ZwMI0vBCY1UX/U4AbI2JLW6syM7O2qEr4jImI9Wn4KWBMF/1nA1fVtV0o6T5JF0sa1vIKzcysZYbkWpGkW4D9G0yaXx6JiJAUnSxnLPAO4KZS83kUoTUUWACcC1zQZP65wFyAoYzqwT0wM7NWyRY+EXFMs2mSNkgaGxHrU7g83cmiTgV+EhGvlJZd22vaKun7wBc7qWMBRUAxXBObhpyZmbVPVQ67LQLmpOE5wE876XsadYfcUmAhSRTnix5oQ41mZtYiVQmfi4BjJa0GjknjSJoh6bJaJ0mTgAnAf9TN/yNJ9wP3A6OBr2Wo2czMeinbYbfORMSzwAcbtC8HziyNPwaMa9Dv6HbWZ2ZmrVWVPR8zM9uNOHzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWVXifCR9OeSVkraLmlGJ/1OkPSQpA5J80rtkyXdldqvkTQ0T+VmZtYblQgf4AHgz4Dbm3WQNBi4FDgROAg4TdJBafLXgYsj4kDgOeCM9pZrZmZ9UYnwiYgHI+KhLrodDnRExJqIeBm4GpgpScDRwHWp30JgVvuqNTOzvhrS3wX0wDjgydL4WuBdwL7ApojYVmof12whkuYCc9Po1mXbznqgDbW20mjgmf4uohtcZ2u5ztZyna3ztlYsJFv4SLoF2L/BpPkR8dNcdUTEAmBBqml5RDQ9x1QFA6FGcJ2t5jpby3W2jqTlrVhOtvCJiGP6uIh1wITS+PjU9iywj6Qhae+n1m5mZhVViXM+3bQMmJqubBsKzAYWRUQAtwGnpH5zgGx7UmZm1nOVCB9JH5a0Fng3cL2km1L7AZJuAEh7NWcDNwEPAtdGxMq0iHOBcyR1UJwDurybq17QwrvRLgOhRnCdreY6W8t1tk5LalSx42BmZpZPJfZ8zMxs9+LwMTOz7Hbp8BkoX9sjaZSkmyWtTn9HNujzAUkrSreXJM1K066U9Ghp2vT+qjP1e7VUy6JSe5W253RJd6bnx32SPlqa1tbt2ez5Vpo+LG2fjrS9JpWmnZfaH5J0fCvr6mGN50halbbdrZImlqY1fPz7qc7TJf2uVM+ZpWlz0nNktaQ5/VznxaUaH5a0qTQty/aUdIWkpyU1/OyjCt9O9+E+SYeWpvV8W0bELnsDplF8IGoJMKNJn8HAI8AUYChwL3BQmnYtMDsNfwf4TJvq/AYwLw3PA77eRf9RwEbgjWn8SuCUDNuzW3UCm5u0V2Z7Am8FpqbhA4D1wD7t3p6dPd9Kff4K+E4ang1ck4YPSv2HAZPTcgb3U40fKD3/PlOrsbPHv5/qPB24pMG8o4A16e/INDyyv+qs6/854Ip+2J5HAocCDzSZfhJwIyDgCOCuvmzLXXrPJwbO1/bMTMvv7npOAW6MiC1tqqeZnta5Q9W2Z0Q8HBGr0/BvgaeB/dpUT1nD51tdn3L91wEfTNtvJnB1RGyNiEeBjrS87DVGxG2l599Sis/X5dadbdnM8cDNEbExIp4DbgZOqEidpwFXtamWpiLidoo3tc3MBH4QhaUUn68cSy+35S4dPt3U6Gt7xtHDr+3pozERsT4NPwWM6aL/bF7/5Lww7QpfLGlYyyssdLfOPSUtl7S0dmiQCm9PSYdTvCN9pNTcru3Z7PnWsE/aXs9TbL/uzJurxrIzKN4R1zR6/Nuhu3V+JD2W10mqfVA917bs0brS4cvJwOJSc67t2ZVm96NX23IgfbdbQ6rI1/Z0pbM6yyMREZKaXv+e3mm8g+LzTjXnUbzIDqW4Bv9c4IJ+rHNiRKyTNAVYLOl+ihfQlmnx9vwhMCcitqfmlm3PXZ2kjwMzgKNKza97/CPikcZLaLufAVdFxFZJn6bYozy6n2rpjtnAdRHxaqmtStuzZQZ8+MQA+dqezuqUtEHS2IhYn14Mn+5kUacCP4mIV0rLrr3L3yrp+8AX+7POiFiX/q6RtAQ4BPgxFduekt4EXE/xRmVpadkt254NNHu+NeqzVtIQYG+K52N35s1VI5KOoQj7oyJia629yePfjhfLLuuMiGdLo5dRnA+szfv+unmXtLzC19bV3cdtNvDZckPG7dmVZvejV9vSh92q8bU9i9Lyu7Oe1x0PTi+wtfMqsyh+H6kduqxT0sjaYSpJo4H3Aquqtj3TY/0TimPY19VNa+f2bPh866T+U4DFafstAmaruBpuMjAV+HULa+t2jZIOAb4LnBwRT5faGz7+baixu3WOLY2eTPHtKFAcOTgu1TsSOI6djyZkrTPV+naKE/Z3ltpybs+uLAI+ka56OwJ4Pr1R6922zHEVRX/dgA9THH/cCmwAbkrtBwA3lPqdBDxM8W5ifql9CsU/dwfw78CwNtW5L3ArsBq4BRiV2mcAl5X6TaJ4lzGobv7FwP0UL5L/CozorzqB96Ra7k1/z6ji9gQ+DrwCrCjdpufYno2ebxSH9U5Ow3um7dORtteU0rzz03wPASe28X+nqxpvSf9TtW23qKvHv5/q/EdgZarnNuDtpXn/Z9rGHcAn+7PONP5V4KK6+bJtT4o3tevT/8VainN5ZwFnpemi+EHPR1ItM0rz9nhb+ut1zMwsOx92MzOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMwqQNJgSd9S8RMP96evUjHbZTl8zKrhPGBNRBwMfJviZxXMdlkD/rvdzAY6ScOBD0fEYanpUeBP+rEks7Zz+Jj1v2OACZJWpPFRFF9fY7bL8mE3s/43HTg/IqZHxHTgl8AKScMlLZT0PUkf6+cazVrK4WPW/0YCWwDSTygcR/E7NH9G8dsun6L4RmazXYbDx6z/PQwckYa/AFwfxc9kj+e1X4h8tdGMZgOVw8es/10FHCqpA3gncE5qX0sRQOD/VdvF+CcVzCoqXQV3CfAS8KuI+FE/l2TWMg4fMzPLzrvyZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaW3f8HbWBeD5AncysAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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m95C0SNICSSc3WkjSrDRu0WaeG1jFZma2Qypz2q0/JH0YmAocXWoeHxFrJE0A5km6PyIeql02IuYAcwCGa3xkKdjMzLZSpSOfNcC40vwBqW0rkqYB5wMnRcSm3vaIWJO+rgTmA4e1s1gzM9txVQqfhcBESQdLGgrMALa6a03SYcDXKYJnXal9pKRhaXo08FagfKOCmZlVSGVOu0XEZklnA7cBQ4ArI2KJpIuARRHRDXwJ2BP4viSARyPiJOBQ4OuStlAE6iU1d8mZmVmFVCZ8ACLiVuDWmrYLStPTGix3F/C69lZnZmatUqXTbmZmtotw+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYDDh9J57aikLSuEyQtl9QjaXad/mGSvpf6fynpoFLfeal9uaTjW1WTmZm1Xld/F5B0Q3kWmAJcOtBCJA0BLgeOBVYDCyV1R8TS0rAzgKcj4tWSZqTtnippEjADmAzsD9wu6ZCIeHGgdZmZWevtyJHP7yPig+nxAeD2FtVyONATESsj4gXgemB6zZjpwDVp+kbgGElK7ddHxKaIeBjoSeszM7MK2pHwubhm/vxWFAKMBVaV5lentrpjImIz8AywT5PLAiBplqRFkhZt5rkWlW5mZv2x3dNu6brKJ4BXAeuBxZJujojfAkTE+nYW2GoRMQeYAzBc46PD5ZiZ7ZKaOfK5CfgNL1+PeT3wM0mXSxrWwlrWAONK8wektrpjJHUBewNPNbmsmZlVRDPhMyQivhkRdwDrI+LvKI6CHiEdQbTIQmCipIMlDaW4gaC7Zkw3MDNNnwLMi4hI7TPS3XAHAxOBX7WwNjMza6Fmwud2SWen6YDiektEfAl4S6sKSddwzgZuA5YBN0TEEkkXSTopDfsmsI+kHuAcYHZadglwA7AU+C/gE77TzcysulQcOPQxQNoNOA94L8XprAuAjRTB84aIaFkA5TZc42Ny1+c6XYaZ2aCxcPOZv46IqQNdz3aPfCJiS0RcDBwFzAJeCbwReAA4caAFmJnZrqfpN5lGxEaKayu112HMzMz6xZ/tZmZm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy64S4SNplKS5klakryPrjJki6W5JSyTdJ+nUUt/Vkh6WtDg9puR9BmZm1h+VCB9gNnBHREwE7kjztTYCH4mIycAJwL9LGlHq/8eImJIei9tfspmZ7aiqhM904Jo0fQ1wcu2AiHgwIlak6ceAdcC+2So0M7OWqUr47BcRa9P048B+fQ2WdDgwFHio1HxxOh13maRhfSw7S9IiSYs289yACzczs/7ryrUhSbcDr6zTdX55JiJCUvSxnjHAtcDMiNiSms+jCK2hwBzgXOCiestHxJw0huEa33A7ZmbWPtnCJyKmNeqT9ISkMRGxNoXLugbjXgHcApwfEQtK6+49atok6Srgsy0s3czMWqwqp926gZlpeiZwU+0ASUOBHwLfiogba/rGpK+iuF70QFurNTOzAalK+FwCHCtpBTAtzSNpqqQr0pgPAkcBp9e5pfo7ku4H7gdGA1/MW76ZmfWHInbdyx7DNT4md32u02WYmQ0aCzef+euImDrQ9VTlyMfMzHYhDh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8uuEuEjaZSkuZJWpK8jG4x7UdLi9OgutR8s6ZeSeiR9T9LQfNWbmVl/VSJ8gNnAHRExEbgjzdfzx4iYkh4nldovBS6LiFcDTwNntLdcMzMbiKqEz3TgmjR9DXByswtKEvBO4MYdWd7MzPKrSvjsFxFr0/TjwH4Nxu0haZGkBZJ6A2YfYENEbE7zq4GxbazVzMwGqCvXhiTdDryyTtf55ZmICEnRYDXjI2KNpAnAPEn3A8/0s45ZwCyAoYzqz6JmZtYi2cInIqY16pP0hKQxEbFW0hhgXYN1rElfV0qaDxwG/AAYIakrHf0cAKzpo445wByA4RrfKOTMzKyNqnLarRuYmaZnAjfVDpA0UtKwND0aeCuwNCICuBM4pa/lzcysOqoSPpcAx0paAUxL80iaKumKNOZQYJGkeynC5pKIWJr6zgXOkdRDcQ3om1mrNzOzfsl22q0vEfEUcEyd9kXAx9L0XcDrGiy/Eji8nTWamVnrVOXIx8zMdiEOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy64S4SNplKS5klakryPrjHmHpMWlx/OSTk59V0t6uNQ3Jf+zMDOzZlUifIDZwB0RMRG4I81vJSLujIgpETEFeCewEfhJacg/9vZHxOIsVZuZ2Q6pSvhMB65J09cAJ29n/CnAjyNiY1urMjOztqhK+OwXEWvT9OPAftsZPwO4rqbtYkn3SbpM0rCWV2hmZi3TlWtDkm4HXlmn6/zyTESEpOhjPWOA1wG3lZrPowitocAc4FzgogbLzwJmAQxlVD+egZmZtUq28ImIaY36JD0haUxErE3hsq6PVX0Q+GFE/Km07t6jpk2SrgI+20cdcygCiuEa3zDkzMysfapy2q0bmJmmZwI39TH2NGpOuaXAQpIorhc90IYazcysRaoSPpcAx0paAUxL80iaKumK3kGSDgLGAT+tWf47ku4H7gdGA1/MULOZme2gbKfd+hIRTwHH1GlfBHysNP8IMLbOuHe2sz4zM2utqhz5mJnZLsThY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsu0qEj6QPSFoiaYukqX2MO0HSckk9kmaX2g+W9MvU/j1JQ/NUbmZmO6IS4QM8ALwP+FmjAZKGAJcDJwKTgNMkTUrdlwKXRcSrgaeBM9pbrpmZDUQlwicilkXE8u0MOxzoiYiVEfECcD0wXZKAdwI3pnHXACe3r1ozMxuork4X0A9jgVWl+dXAm4F9gA0RsbnUPrbRSiTNAmal2U0LN5/5QBtqbaXRwJOdLqIJrrO1XGdruc7WeU0rVpItfCTdDryyTtf5EXFTrjoiYg4wJ9W0KCIaXmOqgsFQI7jOVnOdreU6W0fSolasJ1v4RMS0Aa5iDTCuNH9AansKGCGpKx399LabmVlFVeKaT5MWAhPTnW1DgRlAd0QEcCdwSho3E8h2JGVmZv1XifCR9F5Jq4G3ALdIui217y/pVoB0VHM2cBuwDLghIpakVZwLnCOph+Ia0Deb3PScFj6NdhkMNYLrbDXX2Vqus3VaUqOKAwczM7N8KnHkY2ZmuxaHj5mZZbdTh89g+dgeSaMkzZW0In0dWWfMOyQtLj2el3Ry6rta0sOlvimdqjONe7FUS3epvUr7c4qku9P3x32STi31tXV/Nvp+K/UPS/unJ+2vg0p956X25ZKOb2Vd/azxHElL0767Q9L4Ul/d179DdZ4u6Xelej5W6puZvkdWSJrZ4TovK9X4oKQNpb4s+1PSlZLWSar73kcVvpKew32S3lDq6/++jIid9gEcSvGGqPnA1AZjhgAPAROAocC9wKTUdwMwI01/DTirTXX+GzA7Tc8GLt3O+FHAeuDP0/zVwCkZ9mdTdQLPNWivzP4EDgEmpun9gbXAiHbvz76+30pj/h74WpqeAXwvTU9K44cBB6f1DOlQje8off+d1VtjX69/h+o8HfhqnWVHASvT15FpemSn6qwZ/0ngyg7sz6OANwAPNOh/F/BjQMARwC8Hsi936iOfGDwf2zM9rb/Z7ZwC/DgiNrapnkb6W+dLqrY/I+LBiFiRph8D1gH7tqmesrrfbzVjyvXfCByT9t904PqI2BQRDwM9aX3Za4yIO0vffwso3l+XWzP7spHjgbkRsT4ingbmAidUpM7TgOvaVEtDEfEzij9qG5kOfCsKCyjeXzmGHdyXO3X4NKnex/aMpZ8f2zNA+0XE2jT9OLDfdsbPYNtvzovTofBlkoa1vMJCs3XuIWmRpAW9pwap8P6UdDjFX6QPlZrbtT8bfb/VHZP21zMU+6+ZZXPVWHYGxV/Eveq9/u3QbJ3vT6/ljZJ636iea1/2a1vp9OXBwLxSc679uT2NnscO7cvB9NludakiH9uzPX3VWZ6JiJDU8P739JfG6yje79TrPIpfskMp7sE/F7iog3WOj4g1kiYA8yTdT/ELtGVavD+vBWZGxJbU3LL9ubOT9GFgKnB0qXmb1z8iHqq/hra7GbguIjZJ+jjFEeU7O1RLM2YAN0bEi6W2Ku3Plhn04ROD5GN7+qpT0hOSxkTE2vTLcF0fq/og8MOI+FNp3b1/5W+SdBXw2U7WGRFr0teVkuYDhwE/oGL7U9IrgFso/lBZUFp3y/ZnHY2+3+qNWS2pC9ib4vuxmWVz1YikaRRhf3REbOptb/D6t+OX5XbrjIinSrNXUFwP7F327TXLzm95hS9vq9nXbQbwiXJDxv25PY2exw7tS592q8bH9nSn9TeznW3OB6dfsL3XVU6m+P9I7bDdOiWN7D1NJWk08FZgadX2Z3qtf0hxDvvGmr527s+632991H8KMC/tv25ghoq74Q4GJgK/amFtTdco6TDg68BJEbGu1F739W9Djc3WOaY0exLFp6NAcebguFTvSOA4tj6bkLXOVOtrKS7Y311qy7k/t6cb+Ei66+0I4Jn0h9qO7cscd1F06gG8l+L84ybgCeC21L4/cGtp3LuAByn+mji/1D6B4oe7B/g+MKxNde4D3AGsAG4HRqX2qcAVpXEHUfyVsVvN8vOA+yl+SX4b2LNTdQJHplruTV/PqOL+BD4M/AlYXHpMybE/632/UZzWOylN75H2T0/aXxNKy56fllsOnNjGn53t1Xh7+pnq3Xfd23v9O1TnvwJLUj13Aq8tLfu3aR/3AB/tZJ1p/kLgkprlsu1Pij9q16afi9UU1/LOBM5M/aL4h54PpVqmlpbt9770x+uYmVl2Pu1mZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mFWApCGSvqziXzzcnz5KxWyn5fAxq4bzgJURMRn4CsW/VTDbaQ36z3YzG+wkDQfeGxFvTE0PA+/uYElmbefwMeu8acA4SYvT/CiKj68x22n5tJtZ500BLoiIKRExBfgJsFjScEnXSPqGpL/ucI1mLeXwMeu8kcBGgPQvFI6j+D8076P43y5/R/GJzGY7DYePWec9CByRpj8D3BLFv8k+gJf/Q+SL9RY0G6wcPmaddx3wBkk9wF8C56T21RQBBP5ZtZ2M/6WCWUWlu+C+CjwP/DwivtPhksxaxuFjZmbZ+VDezMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyy+/8sel9er15e5gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bI2KNpInA7ZIeiIhHapeNiNnAbIDhao8sBZuZ2XaqdOSzBhhfmj8wtW1H0hTgAmBqRGzuao+INenrSmA+cGQrizUzs76rUvgsBCZJmiBpKDAd2O6uNUlHAt+gCJ4nS+0jJQ1L02OAY4DyjQpmZlYhlTntFhFbJJ0D3AoMAa6MiCWSLgIWRUQn8GVgT+D7kgB+FxFTgcOAb0jaRhGol9TcJWdmZhVSmfABiIhbgFtq2i4sTU+ps9xdwBtbW52ZmTVLlU67mZnZLsLhY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2fU7fCSd14xC0rpOlrRM0gpJs7rpHybpe6n/15IOLvWdn9qXSTqpWTWZmVnztfV2AUnXl2eBycCl/S1E0hDgcuAEYDWwUFJnRCwtDTsLeCYiXi9petru6ZIOB6YDRwAHALdJOiQitva3LjMza76+HPk8FxEfTo8PAbc1qZajgBURsTIiXgKuA6bVjJkGzEnTNwDHS1Jqvy4iNkfEo8CKtD4zM6ugvoTPxTXzFzSjEGAcsKo0vzq1dTsmIrYAzwKjG1wWAEkzJS2StGgLG5tUupmZ9cYOT7ul6yqfAl4HrAcWS7opIh4HiIj1rSyw2SJiNjAbYLjaY4DLMTPbJTVy5HMj8FteuR7zl8AvJF0uaVgTa1kDjC/NH5jauh0jqQ3YB3i6wWXNzKwiGgmfIRHxzYiYB6yPiL+jOAp6jHQE0SQLgUmSJkgaSnEDQWfNmE5gRpo+Dbg9IiK1T093w00AJgH3NLE2MzNrokbC5zZJ56TpgOJ6S0R8GXhbswpJ13DOAW4FHgKuj4glki6SNDUN+yYwWtIK4FxgVlp2CXA9sBT4KfAp3+lmZlZdKg4cehgg7QacD3yA4nTWhcAmiuB5U0Q0LYByG672OKLtcwNdhpnZoLFwy9m/iYiO/q5nh0c+EbEtIi4G3gnMBPYH3gw8CJzS3wLMzGzX0/AfmUbEJoprK7XXYczMzHrFn+1mZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLrhLhI2mUpLmSlqevI7sZM1nS3ZKWSLpf0umlvqslPSppcXpMzvsMzMysNyoRPsAsYF5ETALmpflam4CPRcQRwMnAf0oaUer/l4iYnB6LW1+ymZn1VVXCZxowJ03PAU6tHRARD0fE8jT9e+BJYN9sFZqZWdNUJXz2i4i1afoJYL+eBks6ChgKPFJqvjidjrtM0rAelp0paZGkRVvY2O/Czcys99pybUjSbcD+3XRdUJ6JiJAUPaxnLPBtYEZEbEvN51OE1lBgNnAecFF3y0fE7DSG4Wqvux0zM2udbOETEVPq9UlaJ2lsRKxN4fJknXF7AzcDF0TEgtK6u46aNku6CvhsE0s3M7Mmq8ppt05gRpqeAdxYO0DSUOBHwLci4oaavrHpqyiuFz3Y0mrNzKxfqhI+lwAnSFoOTEnzSOqQdEUa82HgncCZ3dxSfY2kB4AHgDHAl/KWb2ZmvaGIXfeyx3C1xxFtnxvoMszMBo2FW87+TUR09Hc9VTnyMTOzXYjDx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsqtE+EgaJWmupOXp68g647ZKWpwenaX2CZJ+LWmFpO9JGpqvejMz661KhA8wC5gXEZOAeWm+Oy9ExOT0mFpqvxS4LCJeDzwDnNXacs3MrD+qEj7TgDlpeg5waqMLShJwHHBDX5Y3M7P8qhI++0XE2jT9BLBfnXF7SFokaYGkroAZDWyIiC1pfjUwroW1mplZP7Xl2pCk24D9u+m6oDwTESEp6qymPSLWSJoI3C7pAeDZXtYxE5gJMJRRvVnUzMyaJFv4RMSUen2S1kkaGxFrJY0FnqyzjjXp60pJ84EjgR8AIyS1paOfA4E1PdQxG5gNMFzt9ULOzMxaqCqn3TqBGWl6BnBj7QBJIyUNS9NjgGOApRERwB3AaT0tb2Zm1VGV8LkEOEHScmBKmkdSh6Qr0pjDgEWS7qMIm0siYmnqOw84V9IKimtA38xavZmZ9Uq20249iYingeO7aV8EfCJN3wW8sc7yK4GjWlmjmZk1T1WOfMzMbBfi8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wqET6SRkmaK2l5+jqymzHvlrS49HhR0qmp72pJj5b6Jud/FmZm1qhKhA8wC5gXEZOAeWl+OxFxR0RMjojJwHHAJuBnpSH/0tUfEYuzVG1mZn1SlfCZBsxJ03OAU3cw/jTgJxGxqaVVmZlZS1QlfPaLiLVp+glgvx2Mnw5cW9N2saT7JV0maVjTKzQzs6Zpy7UhSbcB+3fTdUF5JiJCUvSwnrHAG4FbS83nU4TWUGA2cB5wUZ3lZwIzAYYyqhfPwMzMmiVb+ETElHp9ktZJGhsRa1O4PNnDqj4M/Cgi/lRad9dR02ZJVwGf7aGO2RQBxXC11w05MzNrnaqcdusEZqTpGcCNPYw9g5pTbimwkCSK60UPtqBGMzNrkqqEzyXACZKWA1PSPJI6JF3RNUjSwcB44Oc1y18j6QHgAWAM8KUMNZuZWR9lO+3Wk4h4Gji+m/ZFwCdK848B47oZd1wr6zMzs+aqypGPmZntQhw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyq0T4SPqQpCWStknq6GHcyZKWSVohaVapfYKkX6f270kamqdyMzPri0qED/Ag8FfAL+oNkDQEuBw4BTgcOEPS4an7UuCyiHg98AxwVmvLNTOz/qhE+ETEQxGxbAfDjgJWRMTKiHgJuA6YJknAccANadwc4NTWVWtmZv3VNtAF9MI4YFVpfjXwVmA0sCEitpTax9VbiaSZwMw0u3nhlrMfbEGtzTQGeGqgi2iA62wu19lcrrN53tCMlWQLH0m3Aft303VBRNyYq46ImA3MTjUtioi615iqYDDUCK6z2Vxnc7nO5pG0qBnryRY+ETGln6tYA4wvzR+Y2p4GRkhqS0c/Xe1mZlZRlbjm06CFwKR0Z9tQYDrQGREB3AGclsbNALIdSZmZWe9VInwkfUDSauBtwM2Sbk3tB0i6BSAd1ZwD3Ao8BFwfEUvSKs4DzpW0guIa0Dcb3PTsJj6NVhkMNYLrbDbX2Vyus3maUqOKAwczM7N8KnHkY2ZmuxaHj5mZZbdTh89g+dgeSaMkzZW0PH0d2c2Yd0taXHq8KOnU1He1pEdLfZMHqs40bmupls5Se5X252RJd6fvj/slnV7qa+n+rPf9VuoflvbPirS/Di71nZ/al0k6qZl19bLGcyUtTftunqT2Ul+3r/8A1XmmpD+U6vlEqW9G+h5ZLmnGANd5WanGhyVtKPVl2Z+SrpT0pKRu//ZRha+m53C/pDeV+nq/LyNip30Ah1H8QdR8oKPOmCHAI8BEYChwH3B46rsemJ6mvw58skV1/gcwK03PAi7dwfhRwHrgtWn+auC0DPuzoTqBjXXaK7M/gUOASWn6AGAtMKLV+7On77fSmH8Avp6mpwPfS9OHp/HDgAlpPUMGqMZ3l77/PtlVY0+v/wDVeSbwtW6WHQWsTF9HpumRA1VnzfhPA1cOwP58J/Am4ME6/e8BfgIIOBr4dX/25U595BOD52N7pqX1N7qd04CfRMSmFtVTT2/rfFnV9mdEPBwRy9P074EngX1bVE9Zt99vNWPK9d8AHJ/23zTguojYHBGPAivS+rLXGBF3lL7/FlD8fV1ujezLek4C5kbE+oh4BpgLnFyROs8Arm1RLXVFxC8o3tTWMw34VhQWUPx95Vj6uC936vBpUHcf2zOOXn5sTz/tFxFr0/QTwH47GD+dV39zXpwOhS+TNKzpFRYarXMPSYskLeg6NUiF96ekoyjekT5Sam7V/qz3/dbtmLS/nqXYf40sm6vGsrMo3hF36e71b4VG6/xgei1vkNT1h+q59mWvtpVOX04Abi8159qfO1LvefRpXw6mz3brlirysT070lOd5ZmICEl1739P7zTeSPH3Tl3Op/glO5TiHvzzgIsGsM72iFgjaSJwu6QHKH6BNk2T9+e3gRkRsS01N21/7uwkfRToAI4tNb/q9Y+IR7pfQ8vdBFwbEZsl/T3FEeVxA1RLI6YDN0TE1lJblfZn0wz68IlB8rE9PdUpaZ2ksRGxNv0yfLKHVX0Y+FFE/Km07q53+ZslXQV8diDrjIg16etKSfOBI4EfULH9KWlv4GaKNyoLSutu2v7sRr3vt+7GrJbUBuxD8f3YyLK5akTSFIqwPzYiNne113n9W/HLcod1RsTTpdkrKK4Hdi37rppl5ze9wle21ejrNh34VLkh4/7ckXrPo0/70qfdqvGxPZ1p/Y1s51Xng9Mv2K7rKqdS/H+kVthhnZJGdp2mkjQGOAZYWrX9mV7rH1Gcw76hpq+V+7Pb77ce6j8NuD3tv05guoq74SYAk4B7mlhbwzVKOhL4BjA1Ip4stXf7+regxkbrHFuanUrx6ShQnDk4MdU7EjiR7c8mZK0z1XooxQX7u0ttOffnjnQCH0t3vR0NPJveqPVtX+a4i2KgHsAHKM4/bgbWAbem9gOAW0rj3gM8TPFu4oJS+0SKH+4VwPeBYS2qczQwD1gO3AaMSu0dwBWlcQdTvMvYrWb524EHKH5JfgfYc6DqBN6earkvfT2rivsT+CjwJ2Bx6TE5x/7s7vuN4rTe1DS9R9o/K9L+mlha9oK03DLglBb+7OyoxtvSz1TXvuvc0es/QHX+O7Ak1XMHcGhp2b9N+3gF8PGBrDPNfwG4pGa5bPuT4k3t2vRzsZriWt7ZwNmpXxT/0PORVEtHadle70t/vI6ZmWXn025mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePWQVIGiLpKyr+xcMD6aNUzHZaDh+zajgfWBkRRwBfpfi3CmY7rUH/2W5mg52k4cAHIuLNqelR4L0DWJJZyzl8zAbeFGC8pMVpfhTFx9eY7bR82s1s4E0GLoyIyRExGfgZsFjScElzJP2PpL8e4BrNmsrhYzbwRgKbANK/UDiR4v/Q/BXF/3b5O4pPZDbbaTh8zAbew8DRafqfgJuj+DfZB/LKf4jc2t2CZoOVw8ds4F0LvEnSCuAvgHNT+2qKAAL/rNpOxv9Swayi0l1wXwNeBH4VEdcMcElmTePwMTOz7Hwob2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2f1/ec1GCa3hTzYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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I77l+/XpOnDjR2OPNj6py5513sn37du6//36++MUvhuSeb775Jn369GmsuXnyySfJysrik5/8ZEiubxhGbBN10QFmArtVdS+AiLwA3ApsbeX4u4HvtLKv25KTk9PYyuaxxx4jLS2Nr33ta+0+PxAIEB8f36F7rl+/nuLi4hZF58iRI2zatInt27d36Jpt8eabb9K/f/9G0fmnf/qnkF7fMIzYJhaW14YBh3yvD3vbLkJERgG5wJu+zSkislZEVovIbeEzM3p8+MMfbmzv//TTTwOuE3VWVhZf+tKXKCgo4L333mPp0qVMmDCBGTNm8NBDD3Hbbe7jqKio4N5772XmzJlMmzaNP/7xj1RVVfH444/z/PPPM3Xq1Ivm59xwww0cOHCAqVOnsnLlSubNm9coiiUlJYwdOxaAp59+mttvv50bb7yRcePG8cgjjzRe45VXXmH69OkUFhZyww03sGfPHp5++ml++MMfNl73W9/6Fj/5yU8AJ4KzZs2ioKCAj33sY5SVlQEwb948Fi5cyMyZM5kwYQIrV64M7wduGEbYiAVPpyPcBbysqgHftlGqekRExgBvishmVd3T/EQReQB4AFyr/UtSFKbRBms710j0ueeeIzs7m8rKSoqKivjYxz5Geno6ZWVlXHXVVfzkJz+hsrKS8ePHs2LFCkaOHMnHP/7xxvMff/xxbrrpJp599lnOnj3LrFmz2LRpE9/+9rcpLi5u/NL3s3TpUm6//fZ2NRLduHEj69atIzExkfHjx/PQQw8RFxfH5z//ed555x1GjRrFmTNnyM7O5v7776d///586UtfAuDPf/5z43U+9alP8Ytf/IK5c+fyzW9+k3/+53/mX/7lXwC33NcgrI8//jh//etfO/VZGoYRXWLB0zkC+IewDPe2tcRdwAWdLFX1iPe4F1jGhfEe/3FLVLVIVYsaYiXdhSeeeILCwkLmzJnD4cOHG5t6JiUl8ZGPfASArVu3MmHCBEaNGoWIcPfddzee/9prr/G9732PqVOncs0111BdXc3BgwdDZt91111HRkYGqampTJw4kYMHD7Jq1SquueYaRo0aBUB2dvYlr3H69Gmqq6uZO3cuAPfccw9vv/124/6PfvSjgI0xMIzuTix4OmuAcSKSixObu4BPND9IRCYC/YBVvm39gEpVrRGR/sBc4AddtqiTHkk4eOONN3j77bdZvXo1qampzJs3r7G9f2pqamN7/0uhqvzhD3/gsssuu2C7/0u9LRISEhpHZTfcv4H2jjjoCg33sDEGhtG9ibqno6r1wALgVWAb8JKqbhGRx0XkFt+hdwEv6IUdSicBa0VkI/AWsMif9dYTKCsrIzs7m9TUVLZs2cKaNWtaPG7y5Mns2LGDQ4cOoaq8+OKLjftuvPFG/vVf/7Xx9fvvvw9wyZEGzRk9ejTr1q0DuCj+0xJXXHEFb731VuNgtzNnzlzynjk5OaSmpjbGa379618zf/78dtlmGEb3IeqiA6Cqf1bV8ap6map+z9v2bVVd6jvmMVVd2Oy8laqar6qF3uMvI217uLn55puprKxk8uTJfOtb32LWrFktHtenTx8WL17MddddR1FREVlZWY1TQb/zne9w/vx58vPzmTJlCo899hgAH/jAB9i4cSPTpk1rU0gefvhhfvrTnzJ9+nTOnj3bpt2DBg3iqaee4tZbb6WwsLAxJfrWW2/lpZdeYtq0aRclBPz617/my1/+MgUFBWzdutXGTxtGD8RGG3j0hDb4FRUVpKWloap87nOfIz8/n4ceeijaZkWNnvA7NYxYwkYbGBfw1FNPMXXqVCZPnkxVVRWf/exno22SYRjGBcRCIoERIh5++OGLJn8ahmHEEubp+OiNS409FftdGkZsYqLjkZKSwunTp+3Lqgegqpw+fZqUlJRom2IYRjNsec1j+PDhHD58mJMnT0bbFCMEpKSkMHz48GibYRhGM0x0PBITE8nNzY22GYZhGD0aW14zDMMwIoaJjmEYhhExTHQMwzCMiGGiYxiGYUQMEx3DMAwjYpjoGIZhGBHDRMcwDMOIGCY6hmEYRsQw0TEMwzAihomOYRiGETFMdAzDMIyIYaJjGIZhRIyYEB0RuUlEdojIbhFZ2ML+e0XkpIhs8H7u9+27R0R2eT/3RNZywzAMoyNEvcu0iMQDTwLXA4eBNSKyVFW3Njv0RVVd0OzcbOA7QBGgwDrv3LMRMN0wDMPoILHg6cwEdqvqXlWtBV4Abm3nuTcCr6vqGU9oXgduCpOdhmEYRheJBdEZBhzyvT7sbWvOx0Rkk4i8LCIjOnguIvKAiKwVkbU2qM0wDCM6xILotIc/AqNVtQDnzTzX0Quo6hJVLVLVogEDBoTcQMMwDKNtYkF0jgAjfK+He9saUdXTqlrjvXwamNHecw3DMIzYIRZEZw0wTkRyRSQJuAtY6j9ARIb4Xt4CbPOevwrcICL9RKQfcIO3zTAMw4hBop69pqr1IrIAJxbxwDOqukVEHgfWqupS4IsicgtQD5wB7vXOPSMi/4wTLoDHVfVMxN+EYRiG0S5EVaNtQ8QpKirStWvXRtsMwzCMboWIrFPVoq5cIxaW1wzDMIxegomOYRiGETFMdAzDMIyIYaJjGIZhRAwTHcMwDCNimOgYhmEYESPqdTqGYRhGjKJBqDkN1SUgiSG5pImOYRiG0USwHqpPOKGpPgHBOre974hLn9dOTHQMwzB6O4EaJzJVJVBzynk4YcJExzAMozdSV9EkNLWRm3tpomMYhtEbUIW6Uicy1SVOdKKAiY5hGEZPRYNuuaxBaAI1bZ8TZkx0DMMwehLBumaJAPXRtugCTHQMwzC6O4HqJm+m5pRbSotRTHQMwzC6I3XlTUJTWxpta9qNiY5hGEZ3QNVlmVUdg+rjUH8+2hZ1ChMdwzCMWCUYcMtlDanNwdqIm1BcDH96BTbtBhg7pqvXM9ExDMOIJQK1zpOpLoHqk6CBqJlSXAy/fAZSUiAnByChy71wYkJ0ROQm4KdAPPC0qi5qtv8rwP1APXAS+EdVPeDtCwCbvUMPquotETPcMAwjFNRX+go1z8RMIsCfXnGCk5oK5yvBuV5dI+qiIyLxwJPA9cBhYI2ILFXVrb7D3geKVLVSRD4P/AC409tXpapTI2q0YRhGV6ktaxKaunPRtqZFjh+HrKzQXjPqogPMBHar6l4AEXkBuBVoFB1Vfct3/GrgUxG10DAMo6toEGrOeMtmJVBfFW2L2mTQICgrc55OqIiFeTrDgEO+14e9ba1xH/AX3+sUEVkrIqtF5LbWThKRB7zj1p48ebJrFhuGYbSHYL3LNjvzPhx7DU6tgop93UJwAD50M1RXQ1VVw4pfXHxXrxkLnk67EZFPAUXAfN/mUap6RETGAG+KyGZV3dP8XFVdAiwBKCoqio0FU8Mweh6BGpcIUFUCNScv6NjckAl2/LjzIj50M+TlRdHWNsjLg/v+0dl8YDdAfV1XrxkLonME8A9qGO5tuwARuQ54FJivqo0NhFT1iPe4V0SWAdOAi0THMAwjbNSf93UEONPiIf5MsKwst2z1y2fcl3qsC09eHtAXfpO9e29XrxcLorMGGCciuTixuQv4hP8AEZkG/Dtwk6qe8G3vB1Sqao2I9Afm4pIMDKNbs3w5LF4M+/ZBbi4sWADz57d9nhEhOtGx2Z8JBk2Pf3olfKITi55V1GM6qloPLABeBbYBL6nqFhF5XEQa0p9/CKQBvxWRDSKy1Ns+CVgrIhuBt4BFzbLeDKPbsXw5fPWrcOKE+6I4ccK9Xr482pb1cjToGmie3QQlb8CJd6F8d7tHBBw/7kTHT0qK2x4OGjyrsrILPavi4g5e6HwVvLUOvvOTkNgVC54Oqvpn4M/Ntn3b9/y6Vs5bCeSH1zrDiCyLF0PfvpCR4V43PC5ebN5OxAlhx+aWMsGqq932cNAlz+rceVhdDCs3wfs7oS4AcaGRi5gQHcMwmti37+IvorQ0t92IAGHq2Pyhm52nAU4Mqqvdzyc/cenzOktLNTaX9KzOlsOqzfDuRtfzJqiuG0KwCnKTYEoNbOy6XSY6hhFj5Oa6JbUGDwegosJtN8JEBDo2+zPBGmIsn/xE+GIs7fKsTpXCik3Ooyne6wRW653QXJYIUwKQlwrp8RCfFJKIuYmOYcQYCxa4GA44D6eiAs6fd9uNEKHq2s1UlUS0Y3NjJphHcTEs+n54Av2teVb33HAaXt7oxGbHQUBdI1GpgbFxMFkgPw36xLkltfQJkJUHg68Hru6yXaIx0uMnkhQVFenatWujbYZhtIplr4WBYMDVzVSXQNXxqHRs9uNPofaLQihTqBuy1+r2ljCjehNXBDeRdfooEHT1RPE1MF4gLwEmp0JKHCT0gcwpkJkPGeMhLsldrO8IJHvaOlUt6opN5ukYRgwyf76JTEiIoY7NzQlrCrUq7DtK3vqN5O3bBIdOAAEXr0qohQlAQTJMyIDkOEjOdiKTmQdpo0G63HigVUx0DMPoWdSfb+oIEEMdm5vTUqC/vg42boAvf6UTy22qsPMQrPCWzo6dBq1zQpNcC5ME8lNhfBYkCvQZ4ZbNMvMgZTCINF6qxfqeWaF53yY6hmF0f2pLm+IzMdqxuTnNA/3l5XDgICQmdqBjQTAI2/Y7kVmxCU6edcuGgWroUweT46CgD4xNg4R4SB/nRCZzCiS13D66tc4JnwyR82OiYxhG90ODUHO6aTRAoDraFnWY5oH+o0fd86FDnNPR6nJbIACb9riMs5Wb4ew5CFZDfTWk18GURChMhdwMSEyBjEne0tlEiG+7XXRry34vvhia922iYxhG9yBY36xQs8u9J6NK8xTqYABGjoR0X6p8Y11NXT1s2Om8mdXFcK4CAlVObDPrXXwmvw+MTILkLG/ZbAqkje1wUWdr9T07DrV8fEcx0TEMI3YJVPs6Np+6oGNzT8CfQr3o+24pq4H4QB0DDm7nutJN8IktLnc+UOV+coJQkAoF6TAsEfoM9TLO8lysxhef6Sit1fcMu9TAmQ5gomMYRmxRV+Fm0ISxUDMW+dDN8KslNQw/upXxpzYx7Ng2UgIV5GRVQVw1DFJPaPrBkERIGwNZXsZZck5I7Wixc8L/gn/5Zdevb6JjGEZ0UYXas03xmQgVasYMFZXw3lby3tnIY9u3U3n2PPFUkZpcRcLoeBKmpUJBNgzqAxkTvUSASZCQFhZzWu2c0KXqnCZMdAzDiDzBgFsuaxCaKBdqRpzSCl9DzR1Qex4CVfQJVtMnL8FlnOUPhIGZTctmGRMgLjEi5jXvnBBKTHQMw4gMMVyoGRHOnHMis2ITbNoJ9ZVubLXWwJgkt3SWnwUDB3mJAPnQdxRI5ybQxOIsHTDRMQwjnNRXNnkzMVyoGTZOnPVqaDbC1t3u8whUAbUwLsUJTV42DMr1ls3yIGVQlxIBILanlJroGEYPJ+J93GrLmoSmmxRqhpSjJ53QvLsRduxpyjiLC8CEZChMgyl9YdDEpo4AiRltX7cDRGNKaXsx0TGMHkzDFNK+fS+cQvqjH4VQeDQINWe8ZbMSt2TUm1CFg8e99jMbYPf+JqFJVJicAgWZkNcPBjU00pwI8ckhN6VhSW3tWujTBwYNbKr7CeeU0o5gomP0enpSR+fm7+XkyTBNIe1hhZodRhX2HPE8mvVw8FBTsWYyriNAfj8oGAwD8p3QpF8W1kaa/iW1Pn2gpgYOHYYRw53whHNKaUeICdERkZuAnwLxwNOquqjZ/mTgV8AM4DRwp6ru9/Y9AtwHBIAvquqrETTd6OZExBOIEC29l7VroaDgwuM6PYW0hxdqtkkw6ObPrNwE76yFo8ec0ARr3OyZwlQozIH8XBhQ4JbNUod1OT7TXvxLaoMGwaFDThuPn4CExPBOKe0IURcdEYkHngSuBw4Da0Rkqapu9R12H3BWVceKyF3A94E7RWQycBcwBRgKvCEi41V7W1qM0VkWLw6TJ+AjUp5US++lTx/YvRv69286rj1TSBtsLjlcwdQJJfzjJ0qYNvls6I2OdYJB2LIP3t0A7651Sh6ocp5depxrPVOYCYWTITvfpTe3UqgZ7mwyf/ua9HQYMcJtq6yEzMzwTintCG2Kjoi8DnxNVUMwHbtFZgK7VX3v5jQAACAASURBVHWvd78XgFsBv+jcCjzmPX8ZWCwi4m1/QVVrgH0istu73qow2Wr0MPbtu3jJodOeQAtE0pNq6b1cdhls3gznzrVzCqkqK5adZfH/K2FYTgl5+eeproZfPQ2JMZD5FBHqA7Bpl4vRvLsGzpz2hCYAWfEu46xwABQWQnYBZEx2g88uQSSyyZq3r0lPh4QEJzgLvxGae4SC9ng63wB+IiL7gW+q6rEQ2zAM8LeSOww0n9zQeIyq1otIGZDjbV/d7NwWOwSJyAPAAwAjR44MieFG9yc31wlBhi95qD2eQHuJhCfVQEvvJTkZiopg4MBLeFr+Qs3q47zzuxrGDo7NzKewUVsH63fAu+/DyrVwrtQtJ2oQ+ic4j2Z6DhQUudYz6eM6VKgZiWyyVtvXxMCSmp82RUdV1wPXiMjHgL+KyO+AH6hqt0pRUdUlwBJw46qjbI4RIyxY4DwPaKcn0EHC7Un5ae29tOhVBWqh5oTX4+zCQs3WugzHQuZTSKmqgfXb4e01sOp9OH/OxWdUYXAi5KfB5cNg8uUutbkLhZqR+ExbbV8Tsj8UQhObaldMx1vK2gE8BXwX+KyIPKKqvw6BDUeAEb7Xw71tLR1zWEQSgExcQkF7zjWMVpk/330phyvmEm5Pyk+b76WdhZqtdRmOhcynLlNZDe9theWr4L1NUF3hBBhct+bCDJg1FibO9Ao1B4bktikpsHOnG4WTnAwDB7jgfqg/05C3r0no46aKpg6GpOzQXLKtA0RkBZALbMEtZd0LbAf+t4hcqaoPdNGGNcA4EcnFCcZdQHOHcClwDy5WczvwpqqqiCwF/ktEfoxLJBgHvNdFe4xexvz54ctUC7cn1ZyL3kttGZzrWKFmd1mmaTfllbBqEyxfAeu3Qc15l/INMCoJCrPhijwYe7lLBEhMD+nti4vh7Fmoq4P4ePd44CD06xejn2lSVpPQhPizgPZ5Og8AW1Uv+rPoIRHZ1lUDvBjNAuBVXMr0M6q6RUQeB9aq6lLgl8CvvUSBMzhhwjvuJVzSQT3wT5a5ZsQS4fakLsI/UbP6eKcKNcO/TBMBzpbDyg2w7B3YuAvqKt1nI0BuMkzNhnkzIHdG2Ao1G/jTK05g0tOd11tT40ZSZ2fHyGcqcZDc34lMyiCITwnv7S7Wkg6cLDKmIeusO1FUVKRr166NthmGERp6e6FmA6dKXVrzW+/A1v1eM02FOGBsMkwfCFdeDiOL3CyaMBZq+vnyV1w8x1+uowqlpfDEjyNiwsXEJTqBSR0MyQPaPV1URNapapeGHHSpTqc7Co5h9AgaCzWPOc+mtxVqNlByGpathLdXunnKwRpQ3JrJxBS4fDhceQUMnwEpQyJWqOknZmJkDfGZlEGQnN3ppIgumxGVuxqG0XHqyl1sJgYmaka1bf7BElj2Nrz9d9h7rMmzSxSY0gdmXgZXzoMh0yCpX4SMap2oxsiSMn3xmdA2Fe0sXVpe667Y8prRLWjHRM1ofPn7Cx39X6Jha5uvCnsPwZtvwrvr4NBJV1sEkCyuY/MVk+GKK2FgQZuFmtEgYr8niXMdERo8moTUts/pyOWjvbxmGEaICQag5mRTj7NLTNSM1syUiLTNV3VjAf72umuqeexM0xJiahwU9IO5BXDFfMieGLGJmp0lnJM4iUtwApMyyKV4x/hnYaJjGNGmkxM1ozUzJWyFjsEgbC52Hs2qYjhZ5uIzAGlxMHUQXDkNZl0DmaOjFpOICRJSffGZnG71WZjoGEY0qD/flAhQe7ZTEzUjUeXe0rJQSAPj9fWwbi0sWwart8NZ3xJiRjwUDYOrLoeZ10CfnlCd2gUSM7y05sEuVtNNMdExjEigCnVlTYkAdeVdvmS4s6JaW7675hp46y13TKcC47W18Pe3Ydm78N5uKK9p2pedADNzYf5smH41JMdG8DsqiEBSTlP9TAzGqjqDiY5hhAt/oWZViUtzDiHhzopqbflu69ZOFI9WnYd3/wZvr4Z1+6CyvmnfwGSYPQ7mz4PCuZAQ3uLEmCYuwcVlUgZ3i/hMZzDRMYxQEqxrVqhZ3/Y5nSTcnQMutXzXrsB4+WlY/robD/D+Yajx1RIN6wtzJsHV82FyUbuLE5sv902e7EQwKqnboSI+xVeo2b9bxWc6g4mOYXSV+qqmRICaU52Kz3SWcGZFdWr57vQhWPY6rHgfNh+HOt9nMToLrpgC114PYyZ3uFCz+XLf0SNuMurQIZDTP3LZeyEhMd1XP5MZlaLVaGGiYxidoe6cr1CzLNrWhIV2Ld+pQskOWPY3l9q87YwbHA+uz9m4ATBvKnzgehjRtdbazZf7ys65Bppl56D/gBif+yPiujQ3xmf6RtuiqGGiYxjtQdWNA2gQmvrKaFsUdlpdvptcDwc3wlvLYOUW2FUODStncXEweTBcWeSEZtDgkNnTfLmvoXFmjS8PIabm/kg8pAxoSm2OT4q2RTGBiY5htEYw4A068zo298JGmo3Ld4Eq2POe69r8xE7YW9VUQxMfD9NGwpUz4eprITs8rWeaL/clJzvPK8WXdxD1uT/xyV6RphefiYtMU9HuhImOYfgJ1DR1A6g52XsbaYLr77ZzlZtD8/f9cNDnUiQnQWEuzL8CrpwPGeFfLmq+3JeZ4WYTZWY4RzRqc38S03zxmaxeFZ/pDCY6hlFX4ZuoeTba1kQPVag+BltWuGaa647CEc+7E5yLMWMcXH0VzJ0NqeGbQdMSzZf7hg6D666/MHstYnN/krObPJrEtAjcsOdgomP0PlShrtRXqFkRbYuihwagfB9sXgHvrIX1p+CEl+YtAn3TYOYkuGY+zJwGKdGNS7SUrXfLhyNwY4lzc2caB51FVnB7EiY6Ru9Ag6x86yS/e76EqtLjjBha0z1rOkJBoAbKtsGGlS7jbEMZnG4QmjjIzILZefCBa2DaJEjqeQWK7SIuCVIb4jMDLD4TIkx0jJ5LoLYxEWDz2hP89pcBUlIgPaeb1XSEgrpyOFsM61bCqq2w6TyUernNcQmu0GXuNLjmKsgfBwm99Au2YdBZ6mCX4mzxmZATVdERkWzgRWA0sB/4uKqebXbMVOApIANXAfA9VX3R2/csMB9oKJS4V1U3RMJ2I0apr/TFZ840Fmq+8qfodGSOKtUn4fRGWLMK/r4Hiqug3EuMiE+CQQPc+OarroC8MS7duTeSlOVLBEiPtjU9nmh7OguBv6nqIhFZ6L3+RrNjKoFPq+ouERkKrBORV1W1YXTiw6r6cgRtNmKN2rImoak71+IhkejIHHU0CJWH4NRGWL3aJQIUV0Fl0CUCxKXA8AEwf45Lbx4/oncKjcS5dObG+Ewv7vUWBaItOrcCV3vPnwOW0Ux0VHWn7/lRETkBDACiO683Rlm+HBYvhn37IDcXFiyA+fOjbVWI6UQjzZiZUx9qgnVQvhtObIC/r4H1p2FrFVSr+3KNT4ExQ+GqOXDVDMgd2juXjOISmzXSjPZXX+8l2p/8IFU95j0vAS75FSAiM4EkYI9v8/dE5NvA34CFqlrTyrkPAA8AjBw5sqt2xyTLl8NXvwp9+7ov0xMn3Osf/SgywhNWwWtspHncK9TsWCPNqM6pDzX1lXBuGxzfAKveh43nYFs11KoLdsf3hQkjnUczbyqMDF1XgG5F46CzwS7FuYc30uwuiIa5OaGIvAG09K/+UeA5Vc3yHXtWVVssZxaRIThP6B5VXe3bVoIToiXAHlV9vC2bioqKdO3atR19KzHPHXc4ocnwjSA5dw4GDoTf/ja89/YLXloaVFS4wr0uCd4FjTRPd7lQM2Jz6sNB7VkoLYaj78N7W2HjedhRA/Xq/oqPT4UJY9wcmrkFMHRAtC2ODj1k0FmsIiLrVLWoK9cIu6ejqte1tk9EjovIEFU95gnIiVaOywBeAR5tEBzv2g1eUo2I/AfwtRCa3u3Yt+/i5aK0NLc93Cxe7ASnQfAaHhcv7qDohLGRZljn1IcaVag6CmWb4dAGWLMXNlfBzmrXfiYuGRIyoWC8i8/MLYCB4Wk/E9P00EFnPZloL68tBe4BFnmP/9P8ABFJAn4P/Kp5woBPsAS4DSgOv8mxS27uxZ5ORYXbHm46LXi9sJFmq2gAKvY6j+bA+7D+GGyqgr01oOLiM0k5MG0KzJsOc/IhuxdO1uwFg856MtEWnUXASyJyH3AA+DiAiBQBD6rq/d62q4AcEbnXO68hNfp5ERmAy83ZADwYYftjigUL3BIXXLjEtWBB+O/dIcEL1ru+ZjHcSDNiS3GBGji3HcqKYe9G2HAWNlXC/lovESAVUjNhej5cOQ1mTYHMXth2pZcNOuvJhD2mE4v01JgORC97rc2YTjdqpOkfFuZPOghZIWndOScypVtg71bYUO6E5nCd+ys+PhVS0mBmIcwthJmTIa0XLhv14kFnsUq3iOkYkWX+/OikSM+f7wTGL3hf/EIFV04vgRPdq5Fm82FhISkkrT7uls1KN8Oe3W7ZbGMVlNS5Qs34PtAvE2YVuvhM0aSIN9SMOiKQ1K9JaHrxoLOejImOETLmX6XMn322qX6m/nxTr4huRHsKSdtcftMgnD/gPJqzm2DPMefNbKqCUwGXCBCfBv37wewC59FMnwDJvSw+0WzQ2fJ3k3p+nVkvx0TH6BrBANScahKaYG20LeoybRWS+pffsrKa+rjd/5k6pozc6Tyas8Ww94zzZjZXwll1cYn4TBiUA3MKnEdTOA4Su/7fsL0xqJhIG2+lkWa068yMyGAxHaPjBGqb6meqT7qsqx5EWzGdRd9vEqXk+POMzNzK0L7FjMnexojqCufNbK6Cclx8Jj4V+g9wInNFgetzFh+6hprtjUGFPVZ1KRL6+upn+rUYn4lmnZnRPiymY4SMNhMQ6s/76mfONjbS7Ik0HxbWfDhYVdlpikYWMzqrmMGpe0jYV0XiqipSdldRVRVPfFIqSan9YcRAJzTzCmHiqLD1OWtvDCossapL0cFGmp1Nu+8VrZ96ECY6RivLGspPfljGvOkNg87Ko21mRLmgkFQVqo7A0WIo28yDs48Sv7ua1A2VJO6spqY8keq6VCrqMyjPGMyO9ALyHyxg3AdHRCTjqr3NTMPe9LSLjTQ7U2dmS3LdDxMdo7GbQGZGkIzkU4zJLiEpcJx3f1fNvHHRti5KaADK97iOAGVboPyM62+2uYqBxTWcL0uiJpDK6ep+HEscQnFWIWcmFlAzdAhV1cLOYlh4c2RMbW8z07A0PQ1hI83O1JmFrBOGETFMdHo7wToqTp5g6sgS+qWeIE5cI03VHtb2vz0Eql0jzdJi91hRCVu8+MyOOggmQ3wf4hOzCU4czntSwNKzhVT2G8iggZDufeFFemRCe5uZhqzpaZgaabaUdt/WUlk0Wz8ZncNEpzdSX9lUqFl7mvn5SlkZxPlWgnpE2//2UFvmPJmyzVC+CyrqoLjapTfvCYKmQHw6JCTBxNEwzyUDZA3O4YPApu9Hf2RCWzGojh7XIg2NNFOHuOdhoqN1ZtFs/WR0DhOd3sIlBp31qLb/baHqBLdss/NoKg/BuYAbdrapCvaqG3YWnwVJSTAl19XQXJEP/bMuulysfHbtbWba7qanFzTSHOy8mxgkmq2fjM5hKdM9lcZBZ15qc33VJQ+PifqNcKFBOL/faz1T7OqKSuu91OZqOOA104xLhYREKBzrss5m50O/trOuesxn100baVr2WuQIRcq0iU5PIljvDTorcY8x2EgzYgRr4dxOJzRlW1zK9+l62FgJxXVw2BOa+BRITIRpE1xq86wpkN6L+pxZI02jA1idjuGC3w31MyEYdNatqa+Asq2uv1n5DifCx+ucR1NcDyXe+Oa4dEhPdP3NGhpq9ulYem+3JjENUoZYI00jKpjodEfCOOisO1FcDMtfP0WGFpM/opjxQ/fRJyUIRz2h2QKc8jwaSYSMZJg5xSUDTJ/YuxpqJmdbI00jJjDR6Q6oNovPdN9BZ12Of6hC5SGObiumbmcxt44tIU6UuCO1VK2oJuFAHEnnBeL7giRAv1SYnefaz0wbD0ndI07RZSTOi88M8go1e5HAGjGNiU6s0g0GnXWU1hplttn7K1gPFbtdEkDZFqgrQ0qUoaW1JK6uha2ClsVRXZdObVwcQyamwZw8F6PJHwsJoetzFtO00kjTMGIJE51YIlDtG3R2qsfFZzrU+ytQBWXbXCLAuW1uCFxAYU8NFAdJeFuhMo7qQBognE/NZP/IfDZlFPLVX+aGrc9ZzJHQp2nZLCnb4jNGzGOiE23qyn3xmdJoWxNW2uz9VXvWeTKlxc6z0SDUK+yqhq3xsDUAVXEQl0p9hXA2OZuDYwrYP6yAE/1GUlUdR2Ym0NP1poONNA0jloiq6IhINvAiMBrYD3xcVS8aMSkiAWCz9/Kgqt7ibc8FXgBygHXA/1LV2B7oouq+XP2DznoJF/f+UvrGHePy/GLYXgyVh93mOoUd1bAtGbbWQm2ii88AjBwAcwspH1TAL14dRkqq9PyCVomD5JwmoelgI03DiCWiWqcjIj8AzqjqIhFZCPRT1W+0cFyFqqa1sP0l4Heq+oKI/BzYqKpPtXXfiNfpBAMuPlNdAlXHe8Sgs85QXAzPPBMgd+B+xg/czIiMYtITz9C/P6TGBWFbHexIcY016xMALyYxeojLOJtbCKMGX3C9HlGU2RJxCV4SwGA3WbObFGoaPZtuXxwqIjuAq1X1mIgMAZap6oQWjrtIdEREgJPAYFWtF5E5wGOqemNb942I6ARqfPGZkz0uPtMhAjWubqa0mIqjWykvraS+DhLrg2QeU1L3J8H2KggmAl5MYvwIl3E2twCGDYiq+REjPqWp7UxyjhVqRhDratA+ekJx6CBVPeY9LwFaa5OYIiJrgXpgkar+AbekVqqq9d4xh4Fhrd1IRB4AHgAYOXJkKGy/mLoKrxvAcag5E557dBfqyr1GmluaCjWBtPoAaYcTYVsC7DwPmgAEQJJg8uimPmeDsqNqfsRIzGjqCJB0cW83I/zYTJ7IEnbREZE3gMEt7HrU/0JVVURac7tGqeoRERkDvCkim4EOVUWq6hJgCThPpyPnXuKiXnzGq5+pqwjJZbst1Se9/mabXa+zBsoCsLMPbBXYVQEEgKBL8S24zHkzc/IhJzNKhkcQEZdl1jDozAo1o47N5IksYRcdVb2utX0iclxEhviW1060co0j3uNeEVkGTAP+G8gSkQTP2xkOHAn5G2hOMODSmRs8mkBN2G8Zs2jQdWku3ezEptr36zursDMdtgRgTwWI9zklJMHU8W7pbHYeZF0Uqos4YY8NSbyLy6Q0TNRMCuHFja5iM3kiS7SX15YC9wCLvMf/aX6AiPQDKlW1RkT6A3OBH3ie0VvA7bgMthbPb4t2reUGapu8meqTbqpkbyVYB+W7myZq+sdYn46HnRlQXAsHygHP80tOhuleQ82ZkyEtdhpqdrpgtS3ikpq8GSvUjGlsJk9kibboLAJeEpH7gAPAxwFEpAh4UFXvByYB/y4iQVwFxiJV3eqd/w3gBRH5LvA+8MuO3PySa7lzz/vqZ866pbQIElOZWfWV3kTNzXBue1P2nSqcToUd6W665uFywMt4T0mBmZOcR3P55Jjtc9ahgtW2SOjblAiQ1M8KNbsJNpMnsvTq0QZ33OH/C0fpm1hKYuA4Y4aW8H8eLW/rMmHD/9d3fR0cPQY1NTBuXAcmPXaV2rNe25liqNjTlH2nCqf6wfZU2HgOSipozDjrm+JGA8z1Gmomx36a75e/4jwcvz6oQmkpPPHjdlzACjV7BJa91j56QvZaVNm/L8i4kafI6VtCVspxEuOq3RfO6eja1fDXd309HDrsOrokJcHBgyFa+mkJVag66k3U3AJVvvCYAicHwfZEeL8UTpYCXveEjL4uNjOvEArHQWL3+id1ccFqG+OmJc7NnWlYOusBhZr2hdvxMdlG5+le3xChIlgLp9fykdknKD8XiOp8+5ZoaBezd68TnPh4pwn19U6MOrX00xIagIq9TR5Nrb8ZRCKcGAxb4uD9U3DmeNOufukurXluIeSPcQZ2U9o1bjousdlEzZ7z38bShY1I03P+93SE+iqoOsYtH2r/fPtIxlga/vquqXFDLQGCQRePv6BXWWcI1Li4TFmxG3gW8I2xlr5wbLCbQ7P+GJQdato3MMvFZ+YVwsRRPaahZl6e8xz9v9tPfgLyCntHoaalCxuRpneKjkerXzjNxCRsGU6t0PDXd3y8825EnOgMHNBJT6zunK+R5q7GQk0A4vvDoQFuhPP7R6B8T9O+ITlOZOYWwLgRPTYwnpfn/R4TM3yJAL2gZghLFzYiT68WHfB94VyCkGY4tdOm+/4Rnv8v2LXLeTjDh0NCYgeaWlYfb1o2O3/gwn0Jw+FgDmysgvX7oepU075Rg5raz+QO7bFCAzQr1BzsxgT0Mixd2Ig0vV502kObLfnDQF4e/L//e+GyXv/+l8he06ATl4aOADU+IYlLgIRc2JMBmypg/R6oOdy0/7JhTmTmFsCIKAe0wo0Val6ApQsbkcZEpx10OMMphFzSEwvWQfnOpoma9b42PPGpkDAediTDhlLYuAfqfEWtE0a6pbMrCtwyWk+msVBzsMs8s0LNRubPd0kDvT17zYgcJjrtoF0ZTpGi/rxLACgrhnM7LhyTkJQNMg52JMK6Eti0GQJefY3gMs0als769/Dmklao2W4sXdiIJCY67aC9CQdho+a0t2xWDOf3Xtgdoc8wCIyBrXGw5hBsfQ+C3v44ganjnEczJw/6ZbR8/Z6CFWoaRsxjotNO2pNwEDJUXXFmabEr1qw61rRP4iB9LNSOhs318Pc9sOOdpv2J8VDka6iZ0YO7GDdM1Ewd0mMKNQ2jp2OiEytowKUrNzTSrC1t2heXBJmToGI4bK6Gldtg7+tN+5MTYMYkt2w2czL0Tb34+j2FCyZq9qxCTcPoDdj/2GgSqPYaaW5xj/5CzcR0yJgCpYNdj7NVW+DAxqb9qUmukea8QpgxMWYbaoYEm6hpGD0GE51IU1vmTdQshvJdF45JSBkEmXlwqj+sOQ4ri+Ho6qb9aakwe4pbOps+AZI611AzpjpYt0ZielN8xiZqGkaPwUQn3Ki6Qs2yzS5GU3nowv1puZA+BY5lwruHYOU6OOFbWsvqC7PzYV4BFIyDhK6l+0a6u0K7sYmahtErMNEJBxqE8/ua6meaF2qmT4D0yXAwFd7YAyuXwxnfKIWcjKaGmnljQtrnLNLdFS6JFWoaRq/DRCdUBGvh3E6vkeYWV0/TQEIfyJwCfSbBvjj441b4+5+hzHfMoGyYm++SASaEr6FmNLorXEBcEqR6iQA2UdMweh0mOl2hvsIVapZuhvIdFzbSTM6GzHxInQg7q+G1Yvj7S3C+uumY4QOcNzO3wLWiiUABY1S6KyT0dZ5M6mCvgNUKNQ2jt2Ki01FqTvkaae5rVqg5ArLyIGk8bD4Df9wE7/0HVPu6Bowe4nk0hTBqcMS/gCPWXcEKNQ3DaIGoio6IZAMvAqOB/cDHVfVss2OuAZ7wbZoI3KWqfxCRZ4H5QJm3715V3RBSIzUIlYe9ZbNiqCrxGRcHGeNdxln8GNhwBF7aCOtfh1qf1zN+BMzJd+nNwwaE1LyOErbuCiKur1lDfCahB9cKGYbRaaLt6SwE/qaqi0Rkoff6G/4DVPUtYCo0itRu4DXfIQ+r6sshtSpYDxW7mxIB6sqa9sUnQ8Ykt3TGCFizG1Zsgg2/h/pg03GTRnntZ/JhcGw11AxZd4W4hGYTNTuXwm0YRu8h2qJzK3C19/w5YBnNRKcZtwN/UdXKkFsSqIKy7S61+dw2N2GzgcRMt2yWmQe1A2D1VlixCjb/54V9zgrHuhqaK/Ihp4cOAYtPaYrPJPePSKHm8uXWBdkwegrRFp1BqtrQWKwEaCucfRfw42bbvici3wb+BixU1ZqLT2uF2tKmZbPy3W4prYHUIS7jLCsfyvvCys2w4lXYth8awjjxcTDD63M2Jx+y0tp9625FYpoXnxniBDiCcajly928l7593VLgiRPu9Y9+ZMJjGN0RUX8gPBw3EHkDGNzCrkeB51Q1y3fsWVXt18p1hgCbgKGqWufbVgIkAUuAPar6eCvnPwA8ADB+RNqMHc8UuVhN0wHQN9eJTGYenAq6ZbOVm2Cnr6AzKQGmTXDFmjOnQHoPnTaZnO15NEOiWqh5xx0XT7Y8dw4GDoTf/jZqZhlGr0RE1qlqUVeuEXZPR1Wva22fiBwXkSGqeswTkBOXuNTHgd83CI537QYvqUZE/gP42iXsWIITJorGpiiVh10MImOiE5nMSXCkAt7YCCuegX2+zs4piVA0yWWczZwcc33OQtLWRuJc3UxDR4D42HiP+/ZdnM6dlua2G4bR/Yj28tpS4B5gkff4P5c49m7gEf8Gn2AJcBtQ3K67JvSFMf8I6eNh/wn40yZY+Tc45NO8Pskwa4qroZk+EVJis1q+S21t4hJ98ZkB7erYHOn4Sm7uxZ5ORYXbbhhG9yPaorMIeElE7gMO4LwZRKQIeFBV7/dejwZGAMubnf+8iAzAzcXcADzYrrsG+8J/74UVf4CSM03b01NdbGZuARSO63RDzVDQXu+lw21tElK9bLPBbgmtA4kA0YivLFjg7gHOw6mogPPn3XbDMLofYY/pxCJFfVJ07dgR7kVWWlOfs/zLutxQMxT4vRd/AWdL3suXv+I8HH9sXxVKS+GJhpSLxAznzaQOcc87SbTiK5a9ZhixQbeI6cQkCfFw65XOo5mcG7Y+Z52lI95LS21tqqqEPv2yIcubqJkQmmSHaMVX5s83kTGMnkLvFJ3RQ+BzH4m2Fa3SkaacDW1tAsF4amQgR04P5tCpQfzgh4kQ4gxui68YhtFVYutP/IgR2w0nBw1yy2l+WmzKGZdE3qyR3PHgTA7U3MiKbUVI3+H84IeJGJ73ugAACdNJREFUYfEMFixw8ZRz5yAYdI8WXzEMoyP0Tk8nxrlkU86Evk2jm5P6gQhXfACu+ED47Zo/3yUNWHzFMIzOYqITgzRvypmWncXd9wwm76rod2y2+IphGF3BRCcWkTjyinLIm+eNBohPibZFhmEYIcFEhxBV9HcV69hsGEYvoNeLTpcq+rtKY8fmIZCcE5GOzYZhGNGk14tOhyv6u0piGqQMgdRBkJhlo5sNw+hV9HrR6UhNTKdJzm4a3RzFjs2GYRjRpteLTksV/S3WxHSEGO3YbBiGEW16vehcsiamI3SiY7NhGEZvo9d/MzaviRk0yAlOu+I5jR2bB1kigGEYRjvo9aIDTmDamzSwYWsG//GbwWzYMZiBwzKtIt8wDKMD2J/mbSHivJisKbyz61ru/+Z8NuydQFq/zMZ5MsubT/kxDMMwWsQ8nZaQeEgZ0LR0Fu+mhv7s39wAs4Yuyw2PixdH3tuxGTOGYXRHTHQaiEtytTMpDYkAFw9zi9Y8meZEY4KnYRhGKOjdopPQp6l+Jim7zULNWJkns3hx7HhchmEYHaF3xnTik2HQfBh8LWRN8TLP2u4MECvzZPbtcx6Wn2h4XIZhGB0lqqIjIneIyBYRCYpIq3O3ReQmEdkhIrtFZKFve66I/N3b/qKIJLXrxvEpkJjR9nHNaJgnM3CgS68eODA6S1q5uc7D8mMTPA3D6A5E29MpBj4KvN3aASISDzwJ/AMwGbhbRCZ7u78PPKGqY4GzwH3hNdcJzG9/C2vXusdoLGfFisdlGIbRUaIqOqq6TVV3tHHYTGC3qu5V1VrgBeBWERHgA8DL3nHPAbeFz9oLWb4c7rgDiorcYyTTpmPF4zIMw+go3SGRYBhwyPf6MDALyAFKVbXet31YaxcRkQeAB7yXNSJS3HmTMtJgxAgIBCEYWLcuLv7ll+Pj4NAhOFfR9vntpj9wqq2D1q2Dl19u66iw0i47o0x3sBHMzlBjdoaWCV29QNhFR0TeAAa3sOtRVf2fcN+/AVVdAizxbFqrqq3GkGIFszN0dAcbwewMNWZnaBGRtV29RthFR1Wv6+IljgAjfK+He9tOA1kikuB5Ow3bDcMwjBgl2okE7WENMM7LVEsC7gKWqqoCbwG3e8fdA0TMczIMwzA6TrRTpj8iIoeBOcArIvKqt32oiPwZwPNiFgCvAtuAl1R1i3eJbwBfEZHduBjPL9t56yUhfBvhxOwMHd3BRjA7Q43ZGVq6bKc4h8EwDMMwwk93WF4zDMMweggmOoZhGEbE6LGiE7UWOx2zMVtEXheRXd5jvxaOuUZENvh+qkXkNm/fsyKyz7dvaqhtbK+d3nEBny1LfdvD/lm2104RmSoiq7x/G5tE5E7fvrB+nq39W/PtT/Y+n93e5zXat+8Rb/sOEbkxlHZ1ws6viMhW7/P7m4iM8u1r8d9AFGy8V0RO+my537fvHu/fyC4RuSdcNrbTzid8Nu4UkVLfvoh8lt69nhGRE9JK/aI4fua9j00iMt23r2Ofp6r2yB9gEq6QaRlQ1Mox8cAeYAyQBGwEJnv7XgLu8p7/HPh8GGz8AbDQe74Q+H4bx///9u4uRKoyjuP491/hiki124usXZSCIYGQISEFZW9WXqxFEhtIb15kRVcFEV4UVtRdF3VRIBW9YNGWsFES2mrdtEUXhb2QrnaTmQsZkgSb1L+L55l4Gmdmz9g5z5ldfx9Y9syZc8789r/PnOfMmTPPDABHgHnx9qvAugy1LJQTONZmfuW1LJoTuBhYEqcXAoeAs6uuZ6e2lizzAPBinB4G3o7Tl8Tl+4BFcTun15jzmqQN3t/I2akN1JDxbuCFFusOAAfi7/443V9XzqblHwJezlnL5LGuAi4Dvmlz/xpgO2DASuDzk63nrH2l4zNjiJ21cdtFH2MdsN3d/6ggSyfd5vxXxlpCgZzuvtfd98Xpn4FJ4LyK8qRatrWmZdL8I8B1sX5rgbfcfcrdfwQm4vZqyenuu5I2OE74jFxORWrZzo3ADnc/4u6/ATuAm3ok5x3A1oqydOTunxIOaNtZC7zmwTjhM5KDnEQ9Z22nU1CrIXYuoMshdv6HBe5+KE7/AizotDDh6Le5UT4dX+4+Z2Z9pScMiuaca2Zfmtl44xQg+WrZTU4AzOxywhHo/mR2VfVs19ZaLhPrdZRQvyLr5syZ2kA4Am5o1QbKVjTjbfF/OWJmjQ+Y92Qt4ynKRcBYMjtHLYtq97d0Xc+ZMPZaW9YjQ+x00iljesPd3czaXr8ejyqWET6v1PAYYec6h3D9/KPA5hpzXujuB81sMTBmZnsIO87SlFzP14G73P3vOLu0ep4KzGw9sAJIh5o9oQ24+/7WW6jU+8BWd58ys/sIryCvrSFHUcPAiLv/lczrlVqWakZ3Oj4DhtjplNHMDpvZoLsfijvByQ6buh3Y5u7Hk203juqnzOwV4JGTyVhWTnc/GH8fMLPdwHLgXUocrqiMnGZ2JvAB4eBkPNl2afVsoV1ba7XMT2Z2BnAWoS0WWTdnTszsekJHf7W7TzXmt2kDZe8op83o7r8mN7cQ3u9rrLuqad3dJedr6Ob/Ngw8mM7IVMui2v0tXdfzVD+9VvcQO6Nx20Ue44TzvXHH2njf5BbC9xNVYdqcZtbfOB1lZucCVwLfZaxl0ZxzgG2E89MjTfdVWc+Wba1D/nXAWKzfKDBs4eq2RcAS4IsSs3WV08yWAy8BQ+4+mcxv2QZqyjiY3BwijGYC4UzB6pi1H1jNf88eZM0Zsy4lvAn/WTIvVy2LGgXujFexrQSOxoO07uuZ6+qI3D/ArYTzi1PAYeCjOH8h8GGy3BpgL+EIYlMyfzHhiT0BvAP0VZDxHOBjYB+wExiI81cAW5LlLiIcUZzWtP4YsIewc3wDmF9RLafNCVwRs3wdf2/IWcsucq4HjgNfJT+X5qhnq7ZGOH03FKfnxvpMxHotTtbdFNf7Abi54ufOdDl3xudUo36j07WBGjI+A3wbs+wClibr3htrPAHcU2ct4+0ngGeb1stWy/h4WwlXch4n7Dc3ABuBjfF+I3yZ5v6YZ0Wyblf11DA4IiKSzal+ek1ERDJSpyMiItmo0xERkWzU6YiISDbqdEREJBt1OiIiko06HRERyUadjkgPMLNdZnZDnH7KzJ6vO5NIFWb02Gsis8jjwGYzO58wxtZQzXlEKqERCUR6hJl9AswHVrn773XnEamCTq+J9AAzWwYMAn+qw5HZTJ2OSM3iiMhvEr6d8ZiZVfVNliK1U6cjUiMzmwe8Bzzs7t8DTxLe3xGZlfSejoiIZKNXOiIiko06HRERyUadjoiIZKNOR0REslGnIyIi2ajTERGRbNTpiIhINv8A0gePYa6pNOwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MGqBK4TMeWFuaX5fa6jkN+HlpfidJSyQtknRCvYUkzU7jlnTx7NAqNjOzQanMYbeBkPRhYBpweKm5PSLWS5oELJB0T0Q80HPZiJgLzAUYqfbIUrCZmW2hSns+64EJpfm9UtsWJE0HzgeOj4hN3e0RsT7drwYWAgc0s1gzMxu8KoXPYmCypL0lDQdmAltctSbpAOCbFMHzWKl9tKQRaXo34FCgfKGCmZlVSGUOu0VEl6QzgZuAYcDlEbFM0oXAkojoAL4M7Az8SBLA7yPieGA/4JuSXqYI1It7XCVnZmYVUpnwAYiIG4Ebe7RdUJqeXme524E3Nrc6MzNrlCoddjMzs+2Ew8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLIbcvhIOqcRhaR1HStppaROSXNq9I+Q9MPUf6ekiaW+c1P7SknHNKomMzNrvLaBLiDpmvIsMBX44lALkTQMuBQ4ClgHLJbUERHLS8NOA56MiNdLmpke92RJU4CZwP7AnsDNkvaJiJeGWpeZmTXeYPZ8/hQRJ6XbB4CbG1TLgUBnRKyOiBeAq4EZPcbMAOal6WuBIyUptV8dEZsi4kGgM63PzMwqaDDhc1GP+fMbUQgwHlhbml+X2mqOiYgu4Glg134uC4Ck2ZKWSFrSxbMNKt3MzAaiz8Nu6bzKGcBfAxuApZKuj4iHACJiQzMLbLSImAvMBRip9mhxOWZm26X+7PlcB9zHK+dj/g64TdKlkkY0sJb1wITS/F6preYYSW3ALsAT/VzWzMwqoj/hMywivh0RtwAbIuITFHtBa0h7EA2yGJgsaW9JwykuIOjoMaYDmJWmTwQWRESk9pnpari9gcnAbxpYm5mZNVB/wudmSWem6YDifEtEfBl4a6MKSedwzgRuAlYA10TEMkkXSjo+Dfs2sKukTuBsYE5adhlwDbAc+G/gDF/pZmZWXSp2HHoZIO0AnAu8l+Jw1gXARorgeVNENCyAchup9ti/7bxWl2FmttVY3HX6XRExbajr6XPPJyJejoiLgMOA2cAewJuBe4HjhlqAmZltf/r9JtOI2EhxbqXneRgzM7MB8We7mZlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsqtE+EgaI2m+pFXpfnSNMVMl3SFpmaS7JZ1c6rtS0oOSlqbb1LzPwMzMBqIS4QPMAW6JiMnALWm+p43ARyNif+BY4CuSRpX6PxsRU9NtafNLNjOzwapK+MwA5qXpecAJPQdExP0RsSpN/wF4DNg9W4VmZtYwVQmfsRHxcJp+BBjb22BJBwLDgQdKzRelw3GXSBrRy7KzJS2RtKSLZ4dcuJmZDVxbrgeSdDOwR42u88szERGSopf1jAO+C8yKiJdT87kUoTUcmAucA1xYa/mImJvGMFLtdR/HzMyaJ1v4RMT0en2SHpU0LiIeTuHyWJ1xfwncAJwfEYtK6+7ea9ok6QrgMw0s3czMGqwqh906gFlpehZwXc8BkoYDPwW+ExHX9ugbl+5Fcb7o3qZWa2ZmQ1KV8LkYOErSKmB6mkfSNEmXpTEnAYcBp9a4pPr7ku4B7gF2A/4tb/lmZjYQith+T3uMVHvs33Zeq8swM9tqLO46/a6ImDbU9VRlz8fMzLYjDh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8uuEuEjaYyk+ZJWpfvRdca9JGlpunWU2veWdKekTkk/lDQ8X/VmZjZQlQgfYA5wS0RMBm5J87U8FxFT0+34UvsXgUsi4vXAk8BpzS3XzMyGoirhMwOYl6bnASf0d0FJAo4Arh3M8mZmll9VwmdsRDycph8BxtYZt5OkJZIWSeoOmF2BpyKiK82vA8Y3sVYzMxuitlwPJOlmYI8aXeeXZyIiJEWd1bRHxHpJk4AFku4Bnh5gHbOB2QDDGTOQRc3MrEGyhU9ETK/XJ+lRSeMi4mFJ44DH6qxjfbpfLWkhcADwY2CUpLa097MXsL6XOuYCcwFGqr1eyJmZWRNV5bBbBzArTc8Crus5QNJoSSPS9G7AocDyiAjgVuDE3pY3M7PqqEr4XAwcJWkVMD3NI2mapMvSmP2AJZJ+RxE2F0fE8tR3DnC2pE6Kc0Dfzlq9mZkNSLbDbr2JiCeAI2u0LwE+nqZvB95YZ/nVwIHNrNHMzBqnKns+Zma2HXH4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdpUIH0ljJM2XtCrdj64x5h2SlpZuz0s6IfVdKenBUt/U/M/CzMz6qxLhA8wBbomIycAtaX4LEXFrREyNiKnAEcBG4BelIZ/t7o+IpVmqNjOzQalK+MwA5qXpecAJfYw/Efh5RGxsalVmZtYUVQmfsRHxcJp+BBjbx/iZwFU92i6SdLekSySNaHiFZmbWMG25HkjSzcAeNbrOL89EREiKXtYzDngjcFOp+VyK0BoOzAXOAS6ss/xsYDbAcMYM4BmYmVmjZAufiJher0/So5LGRcTDKVwe62VVJwE/jYgXS+vu3mvaJOkK4DO91DGXIqAYqfa6IWdmZs1TlcNuHcCsND0LuK6XsafQ45BbCiwkieJ80b1NqNHMzBqkKuFzMXCUpFXA9DSPpGmSLuseJGkiMAH4ZY/lvy/pHuAeYDfg3zLUbGZmg5TtsFtvIuIJ4Mga7UuAj5fm1wDja4w7opn1mZlZY1Vlz8fMzLYjDh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtlVInwkfUDSMkkvS5rWy7hjJa2U1ClpTql9b0l3pvYfShqep3IzMxuMSoQPcC/wPuC2egMkDQMuBY4DpgCnSJqSur8IXBIRrweeBE5rbrlmZjYUlQifiFgRESv7GHYg0BkRqyPiBeBqYIYkAUcA16Zx84ATmletmZkNVVurCxiA8cDa0vw64CBgV+CpiOgqtY+vtxJJs4HZaXbT4q7T721CrY20G/B4q4voB9fZWK6zsVxn47yhESvJFj6Sbgb2qNF1fkRcl6uOiJgLzE01LYmIuueYqmBrqBFcZ6O5zsZynY0jaUkj1pMtfCJi+hBXsR6YUJrfK7U9AYyS1Jb2frrbzcysoipxzqefFgOT05Vtw4GZQEdEBHArcGIaNwvItidlZmYDV4nwkfReSeuAtwI3SLopte8p6UaAtFdzJnATsAK4JiKWpVWcA5wtqZPiHNC3+/nQcxv4NJpla6gRXGejuc7Gcp2N05AaVew4mJmZ5VOJPR8zM9u+OHzMzCy7bTp8tpaP7ZE0RtJ8SavS/egaY94haWnp9rykE1LflZIeLPVNbVWdadxLpVo6Su1V2p5TJd2Rfj7ulnRyqa+p27Pez1upf0TaPp1pe00s9Z2b2ldKOqaRdQ2wxrMlLU/b7hZJ7aW+mq9/i+o8VdIfS/V8vNQ3K/2MrJI0q8V1XlKq8X5JT5X6smxPSZdLekxSzfc+qvC19BzulvSmUt/At2VEbLM3YD+KN0QtBKbVGTMMeACYBAwHfgdMSX3XADPT9DeATzapzi8Bc9L0HOCLfYwfA2wAXpPmrwROzLA9+1Un8Gyd9spsT2AfYHKa3hN4GBjV7O3Z289bacw/At9I0zOBH6bpKWn8CGDvtJ5hLarxHaWfv09219jb69+iOk8Fvl5j2THA6nQ/Ok2PblWdPcafBVzegu15GPAm4N46/e8Efg4IOBi4cyjbcpve84mt52N7ZqT19/dxTgR+HhEbm1RPPQOtc7Oqbc+IuD8iVqXpPwCPAbs3qZ6ymj9vPcaU678WODJtvxnA1RGxKSIeBDrT+rLXGBG3ln7+FlG8vy63/mzLeo4B5kfEhoh4EpgPHFuROk8BrmpSLXVFxG0U/9TWMwP4ThQWUby/chyD3JbbdPj0U62P7RnPAD+2Z4jGRsTDafoRYGwf42fy6h/Oi9Ku8CWSRjS8wkJ/69xJ0hJJi7oPDVLh7SnpQIr/SB8oNTdre9b7eas5Jm2vpym2X3+WzVVj2WkU/xF3q/X6N0N/63x/ei2vldT9RvVc23JAj5UOX+4NLCg159qefan3PAa1Lbemz3arSRX52J6+9FZneSYiQlLd69/TfxpvpHi/U7dzKf7IDqe4Bv8c4MIW1tkeEeslTQIWSLqH4g9owzR4e34XmBURL6fmhm3PbZ2kDwPTgMNLza96/SPigdpraLrrgasiYpOkf6DYozyiRbX0x0zg2oh4qdRWpe3ZMFt9+MRW8rE9vdUp6VFJ4yLi4fTH8LFeVnUS8NOIeLG07u7/8jdJugL4TCvrjIj16X61pIXAAcCPqdj2lPSXwA0U/6gsKq27Yduzhno/b7XGrJPUBuxC8fPYn2Vz1Yik6RRhf3hEbOpur/P6N+OPZZ91RsQTpdnLKM4Hdi/79h7LLmx4ha88Vn9ft5nAGeWGjNuzL/Wex6C2pQ+7VeNjezrS+vvzOK86Hpz+wHafVzmB4vuRmqHPOiWN7j5MJWk34FBgedW2Z3qtf0pxDPvaHn3N3J41f956qf9EYEHafh3ATBVXw+0NTAZ+08Da+l2jpAOAbwLHR8Rjpfaar38TauxvneNKs8dTfDoKFEcOjk71jgaOZsujCVnrTLXuS3HC/o5SW87t2ZcO4KPpqreDgafTP2qD25Y5rqJo1Q14L8Xxx03Ao8BNqX1P4MbSuHcC91P8N3F+qX0SxS93J/AjYEST6twVuAVYBdwMjEnt04DLSuMmUvyXsUOP5RcA91D8kfwesHOr6gQOSbX8Lt2fVsXtCXwYeBFYWrpNzbE9a/28URzWOz5N75S2T2faXpNKy56fllsJHNfE352+arw5/U51b7uOvl7/FtX5v4BlqZ5bgX1Ly/592sadwMdaWWea/zxwcY/lsm1Pin9qH06/F+sozuWdDpye+kXxhZ4PpFqmlZYd8Lb0x+uYmVl2PuxmZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mFWApGGSvqriKx7uSR+lYrbNcviYVcO5wOqI2B/4GsXXKphts7b6z3Yz29pJGgm8NyLenJoeBN7VwpLMms7hY9Z604EJkpam+TEUH19jts3yYTez1psKXBARUyNiKvALYKmkkZLmSfqWpA+1uEazhnL4mLXeaGAjQPoKhaMpvofmfRTf7fIJik9kNttmOHzMWu9+4OA0/Wnghii+JnsvXvmGyJdqLWi2tXL4mLXeVcCbJHUCfwucndrXUQQQ+HfVtjH+SgWzikpXwX0deB74VUR8v8UlmTWMw8fMzLLzrryZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWX3/wG5VUqM70RrWQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8zMwsu0qFj6RjJS2T1CFpRp3550paKul+SbdLGlea96qkxek2J2/lZmbWF5X5N9qSBgFXAEcBK4GFkuZExNJSt18DkyJinaSPAl8C3p/mvRQRE7MWbWZm/VKlPZ8DgY6IWBERrwDXAVPKHSLijohYlyYXALtkrtHMzJqgSuEzBniiNL0ytTVyOnBraXprSYskLZB0YqOFJE1P/RZ1snZgFZuZWb9U5rBbX0j6IDAJOLzUPC4iVknaDZgv6YGIeLR22YiYCcwEGKZxkaVgMzPbSJX2fFYBY0vTu6S2jUiaDFwInBAR67vaI2JV+rkCuBPYr5XFmplZ/1UpfBYCEySNlzQEmApsdNWapP2Ar1MEz9Ol9hGShqb7o4BDgfKFCmZmViGVOewWEZ2SzgbmAoOAqyJiiaSLgEURMQf4MrAN8B1JAL+LiBOAvYCvS9pAEaiX1FwlZ2ZmFVKZ8AGIiFuAW2raPl26P7nBcr8E3tra6szMrFmqdNjNzMy2EA4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLbsDhI+m8ZhSS1nWspGWSOiTNqDN/qKTr0/x7JO1amnd+al8m6Zhm1WRmZs03uK8LSLqhPAlMBL440EIkDQKuAI4CVgILJc2JiKWlbqcDz0fE7pKmpu2+X9LewFRgH2Bn4DZJe0TEqwOty8zMmq8/ez5/iIiT0+0fgNuaVMuBQEdErIiIV4DrgCk1faYAs9P9G4F3SVJqvy4i1kfEY0BHWp+ZmVVQf8Ln4prpC5tRCDAGeKI0vTK11e0TEZ3Ai8D2vVwWAEnTJS2StKiTtU0q3czM+qLHw27pvMpZwN8Aa4DFkn4YEY8DRMSaVhbYbBExE5gJMEzjos3lmJltkXqz53MT8DB/PR/zNuAuSVdIGtrEWlYBY0vTu6S2un0kDQa2A57r5bJmZlYRvQmfQRHxjYi4HVgTER+h2Av6LWkPokkWAhMkjZc0hOICgjk1feYA09L9k4D5ERGpfWq6Gm48MAG4t4m1mZlZE/UmfG6TdHa6H1Ccb4mILwNvb1Yh6RzO2cBc4CHghohYIukiSSekbt8AtpfUAZwLzEjLLgFuAJYCPwbO8pVuZmbVpWLHoZsO0lbA+cB7KA5nfRpYRxE8+0dE0wIot2EaF/sMvqDdZZiZbTIWdp55X0RMGuh6etzziYgNEXExcBgwHdgJOAB4EDhuoAWYmdmWp9cfMo2IdRTnVmrPw5iZmfWJv9vNzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWXSXCR9JISfMkLU8/R9TpM1HS3ZKWSLpf0vtL866W9Jikxek2Me8jMDOzvqhE+AAzgNsjYgJwe5qutQ44NSL2AY4F/kPS8NL8T0bExHRb3PqSzcysv6oSPlOA2en+bODE2g4R8UhELE/3fw88DeyQrUIzM2uaqoTPjhGxOt1/Etixu86SDgSGAI+Wmi9Oh+MulTS0m2WnS1okaVEnawdcuJmZ9d3gXBuSdBuwU51ZF5YnIiIkRTfrGQ1cA0yLiA2p+XyK0BoCzATOAy6qt3xEzEx9GKZxDbdjZmatky18ImJyo3mSnpI0OiJWp3B5ukG/NwI3AxdGxILSurv2mtZL+ibwiSaWbmZmTVaVw25zgGnp/jTgptoOkoYA3we+FRE31swbnX6K4nzRgy2t1szMBqQq4XMJcJSk5cDkNI2kSZJmpT4nA4cBp9W5pPrbkh4AHgBGAZ/PW76ZmfWFIrbc0x7DNC72GXxBu8swM9tkLOw8876ImDTQ9VRlz8fMzLYgDh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8uuEuEjaaSkeZKWp58jGvR7VdLidJtTah8v6R5JHZKulzQkX/VmZtZXlQgfYAZwe0RMAG5P0/W8FBET0+2EUvsXgUsjYnfgeeD01pZrZmYDUZXwmQLMTvdnAyf2dkFJAo4EbuzP8mZmll9VwmfHiFid7j8J7Nig39aSFklaIKkrYLYHXoiIzjS9EhjTwlrNzGyABufakKTbgJ3qzLqwPBERISkarGZcRKyStBswX9IDwIt9rGM6MB1gCCP7sqiZmTVJtvCJiMmN5kl6StLoiFgtaTTwdIN1rEo/V0i6E9gP+C4wXNLgtPezC7CqmzpmAjMBhmlco5AzM7MWqsphtznAtHR/GnBTbQdJIyQNTfdHAYcCSyMigDuAk7pb3szMqqMq4XMJcJSk5cDkNI2kSZJmpT57AYsk/YYibC6JiKVp3nnAuZI6KM4BfSNr9WZm1ifZDrt1JyKeA95Vp30RcEa6/0vgrQ2WXwEc2Moazcyseaqy52NmZlsQh4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWVXifCRNFLSPEnL088Rdfq8U9Li0u1lSSemeVdLeqw0b2L+R2FmZr1VifABZgC3R8QE4PY0vZGIuCMiJkbEROBIYB3wk1KXT3bNj4jFWao2M7N+qUr4TAFmp/uzgRN76H8ScGtErGtpVWZm1hJVCZ8dI2J1uv8ksGMP/acC19a0XSzpfkmXShra9ArNzKxpBufakKTbgJ3qzLqwPBERISm6Wc9o4K3A3FLz+RShNQSYCZwHXNRg+enAdIAhjOzDIzAzs2bJFj4RMbnRPElPSRodEatTuDzdzapOBr4fEX8urbtrr2m9pG8Cn+imjpkUAcUwjWsYcmZm1jpVOew2B5iW7k8Dbuqm7ynUHHJLgYUkUZwverAFNZqZWZNUJXwuAY6StByYnKaRNEnSrK5OknYFxgI/rVn+25IeAB4ARgGfz1CzmZn1U7bDbt2JiOeAd9VpXwScUZr+LTCmTr8jW1mfmZk1V1X2fMzMbAvi8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmll0lwkfSP0haImmDpEnd9DtW0jJJHZJmlNrHS7ontV8vaUieys3MrD8qET7Ag8B7gbsadZA0CLgCOA7YGzhF0t5p9heBSyNid+B54PTWlmtmZgNRifCJiIciYlkP3Q4EOiJiRUS8AlwHTJEk4EjgxtRvNnBi66o1M7OBGtzuAvpgDPBEaXolcBCwPfBCRHSW2sc0Womk6cD0NLl+YeeZD7ag1mYaBTzb7iJ6wXU2l+tsLtfZPG9pxkqyhY+k24Cd6sy6MCJuylVHRMwEZqaaFkVEw3NMVbAp1Aius9lcZ3O5zuaRtKgZ68kWPhExeYCrWAWMLU3vktqeA4ZLGpz2frrazcysoipxzqeXFgIT0pVtQ4CpwJyICOAO4KTUbxqQbU/KzMz6rhLhI+k9klYCbwduljQ3te8s6RaAtFdzNjAXeAi4ISKWpFWcB5wrqYPiHNA3ernpmU18GK2yKdQIrrPZXGdzuc7maUqNKnYczMzM8qnEno+ZmW1ZHD5mZpbdZh0+m8rX9kgaKWmepOXp54g6fd4paXHp9rKkE9O8qyU9Vpo3sV11pn6vlmqZU2qv0nhOlHR3en7cL+n9pXktHc9Gz7fS/KFpfDrSeO1amnd+al8m6Zhm1tXHGs+VtDSN3e2SxpXm1f39t6nO0yQ9U6rnjNK8aek5slzStDbXeWmpxkckvVCal2U8JV0l6WlJdT/7qMJl6THcL2n/0ry+j2VEbLY3YC+KD0TdCUxq0GcQ8CiwGzAE+A2wd5p3AzA13f8a8NEW1fklYEa6PwP4Yg/9RwJrgDek6auBkzKMZ6/qBNY2aK/MeAJ7ABPS/Z2B1cDwVo9nd8+3Up//DXwt3Z8KXJ/u7536DwXGp/UMalON7yw9/z7aVWN3v/821XkacHmdZUcCK9LPEen+iHbVWdP/Y8BVbRjPw4D9gQcbzD8euBUQcDBwz0DGcrPe84lN52t7pqT193Y7JwG3RsS6FtXTSF/r/IuqjWdEPBIRy9P93wNPAzu0qJ6yus+3mj7l+m8E3pXGbwpwXUSsj4jHgI60vuw1RsQdpeffAorP1+XWm7Fs5BhgXkSsiYjngXnAsRWp8xTg2hbV0lBE3EXxpraRKcC3orCA4vOVo+nnWG7W4dNL9b62Zwx9/NqeAdoxIlan+08CO/bQfyqvfXJenHaFL5U0tOkVFnpb59aSFkla0HVokAqPp6QDKd6RPlpqbtV4Nnq+1e2TxutFivHrzbK5aiw7neIdcZd6v/9W6G2d70u/yxsldX1QPddY9mlb6fDleGB+qTnXePak0ePo11huSt/tVpcq8rU9PemuzvJERISkhte/p3cab6X4vFOX8yleZIdQXIN/HnBRG+scFxGrJO0GzJf0AMULaNM0eTyvAaZFxIbU3LTx3NxJ+iAwCTi81Pya339EPFp/DS33Q+DaiFgv6X9R7FEe2aZaemMqcGNEvFpqq9J4Ns0mHz6xiXxtT3d1SnpK0uiIWJ1eDJ/uZlUnA9+PiD+X1t31Ln+9pG8Cn2hnnRGxKv1cIelOYD/gu1RsPCW9EbiZ4o3KgtK6mzaedTR6vtXrs1LSYGA7iudjb5bNVSOSJlOE/eERsb6rvcHvvxUvlj3WGRHPlSZnUZwP7Fr2iJpl72x6hX/dVm9/b1OBs8oNGcezJ40eR7/G0ofdqvG1PXPS+nuzndccD04vsF3nVU6k+P9IrdBjnZJGdB2mkjQKOBRYWrXxTL/r71Mcw76xZl4rx7Pu862b+k8C5qfxmwNMVXE13HhgAnBvE2vrdY2S9gO+DpwQEU+X2uv+/ltQY2/rHF2aPIHi21GgOHJwdKp3BHA0Gx9NyFpnqnVPihP2d5faco5nT+YAp6ar3g4GXkxv1Po3ljmuomjXDXgPxfHH9cBTwNzUvjNwS6nf8cAjFO8mLiy170bxx90BfAcY2qI6twduB5YDtwEjU/skYFap364U7zK2qll+PvAAxYvkfwHbtKtO4JBUy2/Sz9OrOJ7AB4E/A4tLt4k5xrPe843isN4J6f7WaXw60njtVlr2wrTcMuC4Fv7t9FTjbelvqmvs5vT0+29Tnf8KLEn13AHsWVr2f6Yx7gA+3M460/RngUtqlss2nhRvalenv4uVFOfyzgTOTPNF8Q89H021TCot2+ex9NfrmJlZdj7sZmZm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JhVgKRBkr6q4l88PJC+SsVss+XwMauG84EVEbEPcBnFv1Uw22xt8t/tZrapkzQMeE9EHJCaHgPe3caSzFrO4WPWfpOBsZIWp+mRFF9fY7bZ8mE3s/abCHw6IiZGxETgJ8BiScMkzZZ0paQPtLlGs6Zy+Ji13whgHUD6FwpHU/wfmvdS/G+Xj1B8I7PZZsPhY9Z+jwAHp/vnADdH8W+yd+Gv/yHy1XoLmm2qHD5m7XctsL+kDmBf4NzUvpIigMB/q7aZ8b9UMKuodBXc5cDLwM8j4tttLsmsaRw+ZmaWnXflzcwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsu/8PgM2n0bvP4PYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8JgGdEbEyIl4GrgGmlAdExG0RsT7N3gXsmrlGMzNrgiqFzyhgVWl+dWpr5DTgZ6X5bSUtlnSXpBMaLSRpehq3eCMv9K9iMzPrk8ocdusNSR8HJgLvKTWPiYg1ksYCCyTdGxEP1S4bEbOAWQBDNSayFGxmZpuo0p7PGmB0aX7X1LYJSZOBC4DjI2JDV3tErEk/VwILgf1aWayZmfVdlcJnETBO0h6SOoCpwCZXrUnaD/gWRfCsLbUPlzQkTe8IHAKUL1QwM7MKqcxht4jYKOksYC4wCLg8IpZKmgksjog5wFeA7YAfSgJ4LCKOB/YGviXpNYpAvbjmKjkzM6uQyoQPQETcDNxc03ZhaXpyg+XuAPZtbXVmZtYsVTrsZmZmWwmHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNmZtk5fMzMLDuHj5mZZdfv8JF0bjMKSes6WtJySZ2SZtTpHyLp2tR/t6TdS33npfblko5qVk1mZtZ8g3u7gKTryrPABODL/S1E0iDgUuAIYDWwSNKciFhWGnYa8ExEvE3S1HS/J0kaD0wF9gF2AW6VtGdEvNrfuszMrPn6sufzh4j4aLp9BLi1SbVMAjojYmVEvAxcA0ypGTMFmJ2mrwcOl6TUfk1EbIiIh4HOtD4zM6ugvoTPRTXzFzSjEGAUsKo0vzq11R0TERuB54AdergsAJKmS1osafFGXmhS6WZm1hubPeyWzqucCfwlsA5YIunGiHgUICLWtbLAZouIWcAsgKEaE20ux8xsq9STPZ8bgAf40/mYvwJul3SppCFNrGUNMLo0v2tqqztG0mBge+DpHi5rZmYV0ZPwGRQR34mI+cC6iPgUxV7QI6Q9iCZZBIyTtIekDooLCObUjJkDTEvTJwILIiJS+9R0NdwewDjgV02szczMmqgn4XOrpLPSdEBxviUivgK8q1mFpHM4ZwFzgfuB6yJiqaSZko5Pw74D7CCpEzgHmJGWXQpcBywD/gs401e6mZlVl4odh24GSNsA5wEfpDicdSGwniJ49o+IpgVQbkM1JvYZfH67yzAzGzAWbTzj1xExsb/r2eyeT0S8FhEXAYcC04G3AgcA9wHH9LcAMzPb+vT4Q6YRsZ7i3ErteRgzM7Ne8Xe7mZlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsqtE+EgaIWmepBXp5/A6YyZIulPSUkn3SDqp1HelpIclLUm3CXkfgZmZ9UYlwgeYAcyPiHHA/DRfaz1wSkTsAxwNfFXSsFL/P0bEhHRb0vqSzcysr6oSPlOA2Wl6NnBC7YCIeDAiVqTp3wFrgZ2yVWhmZk1TlfDZOSIeT9NPADt3N1jSJKADeKjUfFE6HHeJpCHdLDtd0mJJizfyQr8LNzOz3huc644k3Qq8tU7XBeWZiAhJ0c16RgLfA6ZFxGup+TyK0OoAZgHnAjPrLR8Rs9IYhmpMw/sxM7PWyRY+ETG5UZ+kJyWNjIjHU7isbTDuLcBNwAURcVdp3V17TRskXQF8vomlm5lZk1XlsNscYFqangbcUDtAUgfwE+C7EXF9Td/I9FMU54vua2m1ZmbWL1UJn4uBIyStACaneSRNlHRZGvNR4FDg1DqXVF8l6V7gXmBH4F/ylm9mZr2hiK33tMdQjYl9Bp/f7jLMzAaMRRvP+HVETOzveqqy52NmZlsRh4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWXn8DEzs+wcPmZmlp3Dx8zMsnP4mJlZdg4fMzPLzuFjZmbZOXzMzCw7h4+ZmWVXifCRNELSPEkr0s/hDca9KmlJus0pte8h6W5JnZKuldSRr3ozM+utSoQPMAOYHxHjgPlpvp4XI2JCuh1fav8ycElEvA14BjitteWamVl/VCV8pgCz0/Rs4ISeLihJwGHA9X1Z3szM8qtK+OwcEY+n6SeAnRuM21bSYkl3SeoKmB2AZyNiY5pfDYxqYa1mZtZPg3PdkaRbgbfW6bqgPBMRISkarGZMRKyRNBZYIOle4Lle1jEdmA7QwYjeLGpmZk2SLXwiYnKjPklPShoZEY9LGgmsbbCONennSkkLgf2AHwHDJA1Oez+7Amu6qWMWMAtgqMY0CjkzM2uhqhx2mwNMS9PTgBtqB0gaLmlImt4ROARYFhEB3Aac2N3yZmZWHVUJn4uBIyStACaneSRNlHRZGrM3sFjSbynC5uKIWJb6zgXOkdRJcQ7oO1mrNzOzXsl22K07EfE0cHid9sXA6Wn6DmDfBsuvBCa1skYzM2uequz5mJnZVsThY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2VUifCSNkDRP0or0c3idMe+TtKR0e0nSCanvSkkPl/om5H8UZmbWU5UIH2AGMD8ixgHz0/wmIuK2iJgQEROAw4D1wC2lIf/Y1R8RS7JUbWZmfVKV8JkCzE7Ts4ETNjP+ROBnEbG+pVWZmVlLVCV8do6Ix9P0E8DOmxk/Fbi6pu0iSfdIukTSkKZXaGZmTTM41x1JuhV4a52uC8ozERGSopv1jAT2BeaWms+jCK0OYBZwLjCzwfLTgekAHYzoxSMwM7NmyRY+ETG5UZ+kJyWNjIjHU7is7WZVHwV+EhGvlNbdtde0QdIVwOe7qWMWRUAxVGMahpyZmbVOVQ67zQGmpelpwA3djD2ZmkNuKbCQJIrzRfe1oEYzM2uSqoTPxcARklYAk9M8kiZKuqxrkKTdgdHAz2uWv0rSvcC9wI7Av2So2czM+ijbYbfuRMTTwOF12hcDp5fmHwFG1Rl3WCvrMzOz5qrKno+ZmW1FHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLKrRPhI+oikpZJekzSxm3FHS1ouqVPSjFL7HpLuTu3XSurIU7mZmfVFJcIHuA/4EHB7owGSBgGXAscA44GTJY1P3V8GLomItwHPAKe1tlwzM+uPSoRPRNwfEcs3M2wS0BkRKyPiZeAaYIokAYcB16dxs4ETWletmZn11+B2F9ALo4BVpfnVwIHADsCzEbGx1D6q0UokTQemp9kNizaecV8Lam2mHYGn2l1ED7jO5nKdzeU6m+ftzVhJtvCRdCvw1jpdF0TEDbnqiIhZwKxU0+KIaHiOqQoGQo3gOpvNdTaX62weSYubsZ5s4RMRk/u5ijXA6NL8rqntaWCYpMFp76er3czMKqoS53x6aBEwLl3Z1gFMBeZERAC3ASemcdOAbHtSZmbWe5UIH0kflLQaeBdwk6S5qX0XSTcDpL2as4C5wP3AdRGxNK3iXOAcSZ0U54C+08O7ntXEh9EqA6FGcJ3N5jqby3U2T1NqVLHjYGZmlk8l9nzMzGzr4vAxM7PstujwGShf2yNphKR5klakn8PrjHmfpCWl20uSTkh9V0p6uNQ3oV11pnGvlmqZU2qv0vacIOnO9Pq4R9JJpb6Wbs9Gr7dS/5C0fTrT9tq91Hdeal8u6ahm1tXLGs+RtCxtu/mSxpT66j7/barzVEm/L9VzeqlvWnqNrJA0rc11XlKq8UFJz5b6smxPSZdLWiup7mcfVfhaegz3SNq/1Nf7bRkRW+wN2JviA1ELgYkNxgwCHgLGAh3Ab4Hxqe86YGqa/ibwmRbV+W/AjDQ9A/jyZsaPANYBf57mrwROzLA9e1Qn8EKD9spsT2BPYFya3gV4HBjW6u3Z3eutNOZvgW+m6anAtWl6fBo/BNgjrWdQm2p8X+n195muGrt7/ttU56nAN+osOwJYmX4OT9PD21VnzfizgcvbsD0PBfYH7mvQfyzwM0DAQcDd/dmWW/SeTwycr+2Zktbf0/s5EfhZRKxvUT2N9LbO11Vte0bEgxGxIk3/DlgL7NSiesrqvt5qxpTrvx44PG2/KcA1EbEhIh4GOtP6stcYEbeVXn93UXy+LreebMtGjgLmRcS6iHgGmAccXZE6TwaublEtDUXE7RRvahuZAnw3CndRfL5yJH3cllt0+PRQva/tGUUvv7ann3aOiMfT9BPAzpsZP5U3vjgvSrvCl0ga0vQKCz2tc1tJiyXd1XVokApvT0mTKN6RPlRqbtX2bPR6qzsmba/nKLZfT5bNVWPZaRTviLvUe/5boad1fjg9l9dL6vqgeq5t2av7Socv9wAWlJpzbc/NafQ4+rQtB9J3u9Wlinxtz+Z0V2d5JiJCUsPr39M7jX0pPu/U5TyKP7IdFNfgnwvMbGOdYyJijaSxwAJJ91L8AW2aJm/P7wHTIuK11Ny07bmlk/RxYCLwnlLzG57/iHio/hpa7kbg6ojYIOnTFHuUh7Wplp6YClwfEa+W2qq0PZtmwIdPDJCv7emuTklPShoZEY+nP4Zru1nVR4GfRMQrpXV3vcvfIOkK4PPtrDMi1qSfKyUtBPYDfkTFtqektwA3UbxRuau07qZtzzoavd7qjVktaTCwPcXrsSfL5qoRSZMpwv49EbGhq73B89+KP5abrTMini7NXkZxPrBr2ffWLLuw6RX+6b56+rxNBc4sN2TcnpvT6HH0aVv6sFs1vrZnTlp/T+7nDceD0x/YrvMqJ1D8f6RW2GydkoZ3HaaStCNwCLCsatszPdc/oTiGfX1NXyu3Z93XWzf1nwgsSNtvDjBVxdVwewDjgF81sbYe1yhpP+BbwPERsbbUXvf5b0GNPa1zZGn2eIpvR4HiyMGRqd7hwJFsejQha52p1r0oTtjfWWrLuT03Zw5wSrrq7SDgufRGrW/bMsdVFO26AR+kOP64AXgSmJvadwFuLo07FniQ4t3EBaX2sRS/3J3AD4EhLapzB2A+sAK4FRiR2icCl5XG7U7xLmObmuUXAPdS/JH8PrBdu+oEDk61/Db9PK2K2xP4OPAKsKR0m5Bje9Z7vVEc1js+TW+btk9n2l5jS8tekJZbDhzTwt+dzdV4a/qd6tp2czb3/Lepzv8NLE313AbsVVr2b9I27gQ+2c460/wXgYtrlsu2PSne1D6efi9WU5zLOwM4I/WL4h96PpRqmVhattfb0l+vY2Zm2fmwm5mZZefwMTOz7Bw+ZmaWncPHzMyyc/iYmVl2Dh8zM8vO4WNWAZIGSfp3Ff/i4d70VSpmWyyHj1k1nAesjIh9gK9R/FsFsy3WgP9uN7OBTtJQ4IMRcUBqehg4ro0lmbWcw8es/SYDoyUtSfMjKL6+xmyL5cNuZu03AbgwIiZExATgFmCJpKGSZkv6tqS/bnONZk3l8DFrv+HAeoD0LxSOpPg/NB+i+N8un6L4RmazLYbDx6z9HgQOStOfA26K4t9k78qf/kPkq/UWNBuoHD5m7Xc1sL+kTuB/AOek9tUUAQT+XbUtjP+lgllFpavgvgG8BPwiIq5qc0lmTePwMTOz7Lwrb2Zm2Tl8zMwsO4ePmZll5/AxM7PsHD5mZpadw8fMzLJz+JiZWXYOHzMzy87hY2Zm2f1/5Q5WN4jON0UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tfd = tfp.distributions\n",
    "run_sequential_bayes(False) # set argument to true to enable writing of GIFs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The likelihood plot shows the distribution of the likelihood function over the parameter space. The true parameter values are marked with a cross. In the next plot, the prior over the parameter space is shown. In the third plot, the mean of the predictive function is initially observed to not coincide with the target function. The observations are shown as blue points. In the next iteration, the likelihood function is updated based on the new data and the posterior is shown together with the new mean of the predictive function. The prediction mean function value is now starting to coincide with the target function and the confidence bands have narrowed. After the second iteration, the likelihood function is starting to coincide with the true parameter value, the posterior is contracting to a point and the difference between the target function and the mean predictive function is converging."
   ]
  }
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